Overview

Brought to you by YData

Dataset statistics

Number of variables	59
Number of observations	40000
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	18.0 MiB
Average record size in memory	472.0 B

Variable types

Text	3
DateTime	6
Numeric	24
Categorical	24
Boolean	2

Alerts

`Gender` has constant value "0"	Constant
`Check_Point` has constant value "False"	Constant
`Accident_Severity` is highly overall correlated with `Fraud_Ind`	High correlation
`Accident_Type` is highly overall correlated with `Collision_Type` and 1 other fields	High correlation
`Annual_Mileage` is highly overall correlated with `Low_Mileage_Discount`	High correlation
`Auto_Year` is highly overall correlated with `Claim_Intensity` and 1 other fields	High correlation
`Claim_Intensity` is highly overall correlated with `Auto_Year` and 5 other fields	High correlation
`Collision_Type` is highly overall correlated with `Accident_Type`	High correlation
`Fraud_Ind` is highly overall correlated with `Accident_Severity`	High correlation
`Indemnity_Policy_BI` is highly overall correlated with `Policy_BI` and 1 other fields	High correlation
`Injury_Claim` is highly overall correlated with `Claim_Intensity` and 1 other fields	High correlation
`Low_Mileage_Discount` is highly overall correlated with `Annual_Mileage`	High correlation
`Num_of_Vehicles_Involved` is highly overall correlated with `Accident_Type`	High correlation
`Policy_BI` is highly overall correlated with `Indemnity_Policy_BI` and 1 other fields	High correlation
`Property_Claim` is highly overall correlated with `Claim_Intensity` and 1 other fields	High correlation
`Total_Claim` is highly overall correlated with `Claim_Intensity` and 3 other fields	High correlation
`Vehicle_Claim` is highly overall correlated with `Claim_Intensity` and 1 other fields	High correlation
`Vehicle_Cost` is highly overall correlated with `Auto_Year` and 1 other fields	High correlation
`Wait_Policy_BI` is highly overall correlated with `Indemnity_Policy_BI` and 1 other fields	High correlation
`Garage_Location` is highly imbalanced (94.7%)	Imbalance
`Commute_Discount` is highly imbalanced (86.1%)	Imbalance
`Vehicle_Cost` is uniformly distributed	Uniform
`Claim_ID` has unique values	Unique
`Vehicle_Registration` has unique values	Unique
`Claim_Intensity` has unique values	Unique
`Umbrella_Limit` has 31960 (79.9%) zeros	Zeros
`Education` has 5801 (14.5%) zeros	Zeros
`Capital_Gains` has 20249 (50.6%) zeros	Zeros
`Capital_Loss` has 19043 (47.6%) zeros	Zeros
`Accident_Hour` has 2044 (5.1%) zeros	Zeros
`Auto_Make` has 2713 (6.8%) zeros	Zeros
`Auto_Model` has 697 (1.7%) zeros	Zeros
`Auto_Year` has 4326 (10.8%) zeros	Zeros
`Vehicle_Color` has 9173 (22.9%) zeros	Zeros
`Claim_Duration` has 6271 (15.7%) zeros	Zeros

Reproduction

Analysis started	2025-07-25 13:51:09.055996
Analysis finished	2025-07-25 13:52:04.840913
Duration	55.78 seconds
Software version	ydata-profiling vv4.16.1
Download configuration	config.json

Claim_ID
Text

Unique

Distinct	40000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	312.6 KiB

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Characters and Unicode

Total characters	400000
Distinct characters	11
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	40000 ?
Unique (%)	100.0%

Sample

1st row	AA00000001
2nd row	AA00000002
3rd row	AA00000003
4th row	AA00000004
5th row	AA00000005

Value	Count	Frequency (%)
aa00039985	1	< 0.1%
aa00039986	1	< 0.1%
aa00039987	1	< 0.1%
aa00039988	1	< 0.1%
aa00039989	1	< 0.1%
aa00039990	1	< 0.1%
aa00039991	1	< 0.1%
aa00039992	1	< 0.1%
aa00039993	1	< 0.1%
aa00039994	1	< 0.1%
Other values (39990)	39990	> 99.9%

Most occurring characters

Value	Count	Frequency (%)
0	145999	36.5%
A	80000	20.0%
3	26000	6.5%
2	26000	6.5%
1	26000	6.5%
4	16001	4.0%
8	16000	4.0%
9	16000	4.0%
7	16000	4.0%
6	16000	4.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	400000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	145999	36.5%
A	80000	20.0%
3	26000	6.5%
2	26000	6.5%
1	26000	6.5%
4	16001	4.0%
8	16000	4.0%
9	16000	4.0%
7	16000	4.0%
6	16000	4.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	400000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	145999	36.5%
A	80000	20.0%
3	26000	6.5%
2	26000	6.5%
1	26000	6.5%
4	16001	4.0%
8	16000	4.0%
9	16000	4.0%
7	16000	4.0%
6	16000	4.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	400000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	145999	36.5%
A	80000	20.0%
3	26000	6.5%
2	26000	6.5%
1	26000	6.5%
4	16001	4.0%
8	16000	4.0%
9	16000	4.0%
7	16000	4.0%
6	16000	4.0%

Bind_Date1
Date

Distinct	13
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	312.6 KiB

Minimum	2022-01-01 00:00:00
Maximum	2023-01-01 00:00:00
Invalid dates	0
Invalid dates (%)	0.0%

Histogram with fixed size bins (bins=13)

Customer_Life_Value1
Real number (ℝ)

Distinct	13
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	17.999275

Minimum	12
Maximum	24
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	312.6 KiB

Quantile statistics

Minimum	12
5-th percentile	12
Q1	15
median	18
Q3	21
95-th percentile	24
Maximum	24
Range	12
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.7454806
Coefficient of variation (CV)	0.20809064
Kurtosis	-1.2173609
Mean	17.999275
Median Absolute Deviation (MAD)	3
Skewness	0.00046700601
Sum	719971
Variance	14.028625
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
16	3148	7.9%
18	3121	7.8%
21	3113	7.8%
14	3108	7.8%
12	3107	7.8%
15	3102	7.8%
24	3090	7.7%
23	3075	7.7%
20	3074	7.7%
22	3065	7.7%
Other values (3)	8997	22.5%

Value	Count	Frequency (%)
12	3107	7.8%
13	3024	7.6%
14	3108	7.8%
15	3102	7.8%
16	3148	7.9%
17	2934	7.3%
18	3121	7.8%
19	3039	7.6%
20	3074	7.7%
21	3113	7.8%

Value	Count	Frequency (%)
24	3090	7.7%
23	3075	7.7%
22	3065	7.7%
21	3113	7.8%
20	3074	7.7%
19	3039	7.6%
18	3121	7.8%
17	2934	7.3%
16	3148	7.9%
15	3102	7.8%

Age_Insured
Real number (ℝ)

Distinct	46
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	38.94535

Minimum	19
Maximum	64
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	312.6 KiB

Quantile statistics

Minimum	19
5-th percentile	26
Q1	32
median	38
Q3	44
95-th percentile	57
Maximum	64
Range	45
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	9.1349603
Coefficient of variation (CV)	0.23455843
Kurtosis	-0.25047864
Mean	38.94535
Median Absolute Deviation (MAD)	6
Skewness	0.48571181
Sum	1557814
Variance	83.4475
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=46)

Value	Count	Frequency (%)
43	1972	4.9%
39	1955	4.9%
41	1785	4.5%
34	1751	4.4%
31	1712	4.3%
30	1687	4.2%
38	1679	4.2%
37	1661	4.2%
40	1585	4.0%
33	1542	3.9%
Other values (36)	22671	56.7%

Value	Count	Frequency (%)
19	37	0.1%
20	37	0.1%
21	240	0.6%
22	40	0.1%
23	256	0.6%
24	403	1.0%
25	628	1.6%
26	1014	2.5%
27	907	2.3%
28	1206	3.0%

Value	Count	Frequency (%)
64	96	0.2%
63	69	0.2%
62	160	0.4%
61	432	1.1%
60	357	0.9%
59	200	0.5%
58	287	0.7%
57	623	1.6%
56	313	0.8%
55	588	1.5%

Policy_Num
Real number (ℝ)

Distinct	1000
Distinct (%)	2.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.5501353 × 10⁸

Minimum	1.111789 × 10⁸
Maximum	1.9994753 × 10⁸
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	312.6 KiB

Quantile statistics

Minimum	1.111789 × 10⁸
5-th percentile	1.1614359 × 10⁸
Q1	1.3169756 × 10⁸
median	1.5461678 × 10⁸
Q3	1.7795754 × 10⁸
95-th percentile	1.953107 × 10⁸
Maximum	1.9994753 × 10⁸
Range	88768623
Interquartile range (IQR)	46259987

Descriptive statistics

Standard deviation	25999828
Coefficient of variation (CV)	0.16772619
Kurtosis	-1.2910867
Mean	1.5501353 × 10⁸
Median Absolute Deviation (MAD)	23186045
Skewness	0.052351151
Sum	6.2005411 × 10¹²
Variance	6.7599107 × 10¹⁴
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
127845548	61	0.2%
179715851	59	0.1%
154616785	59	0.1%
133661485	58	0.1%
135463054	57	0.1%
123000811	56	0.1%
170154438	56	0.1%
199665782	56	0.1%
185295646	55	0.1%
178610842	55	0.1%
Other values (990)	39428	98.6%

Value	Count	Frequency (%)
111178904	50	0.1%
111297648	46	0.1%
111424913	31	0.1%
111441676	46	0.1%
111551060	44	0.1%
111823129	39	0.1%
112117835	29	0.1%
112120203	40	0.1%
112190907	33	0.1%
112265654	43	0.1%

Value	Count	Frequency (%)
199947527	46	0.1%
199930219	39	0.1%
199815585	30	0.1%
199793575	52	0.1%
199704644	39	0.1%
199665782	56	0.1%
199511065	38	0.1%
199485035	39	0.1%
199133595	41	0.1%
199046488	45	0.1%

Policy_State
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	312.6 KiB

0	14126
1	13300
2	12574

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	40000
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	0
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
0	14126	35.3%
1	13300	33.2%
2	12574	31.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	14126	35.3%
1	13300	33.2%
2	12574	31.4%

Most occurring characters

Value	Count	Frequency (%)
0	14126	35.3%
1	13300	33.2%
2	12574	31.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	40000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	14126	35.3%
1	13300	33.2%
2	12574	31.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	40000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	14126	35.3%
1	13300	33.2%
2	12574	31.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	40000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	14126	35.3%
1	13300	33.2%
2	12574	31.4%

Policy_Start_Date
Date

Distinct	112
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	312.6 KiB

Minimum	2023-07-01 00:00:00
Maximum	2023-11-30 00:00:00
Invalid dates	0
Invalid dates (%)	0.0%

Histogram with fixed size bins (bins=50)

Policy_Expiry_Date
Date

Distinct	113
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	312.6 KiB

Minimum	2024-01-01 00:00:00
Maximum	2024-05-30 00:00:00
Invalid dates	0
Invalid dates (%)	0.0%

Histogram with fixed size bins (bins=50)

Policy_BI
Categorical

High correlation

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	312.6 KiB

250/500	14047
100/300	13962
500/1000	11991

Length

Max length	8
Median length	7
Mean length	7.299775
Min length	7

Characters and Unicode

Total characters	291991
Distinct characters	6
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	500/1000
2nd row	250/500
3rd row	500/1000
4th row	500/1000
5th row	250/500

Common Values

Value	Count	Frequency (%)
250/500	14047	35.1%
100/300	13962	34.9%
500/1000	11991	30.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
250/500	14047	35.1%
100/300	13962	34.9%
500/1000	11991	30.0%

Most occurring characters

Value	Count	Frequency (%)
0	157944	54.1%
5	40085	13.7%
/	40000	13.7%
1	25953	8.9%
2	14047	4.8%
3	13962	4.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	291991	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	157944	54.1%
5	40085	13.7%
/	40000	13.7%
1	25953	8.9%
2	14047	4.8%
3	13962	4.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	291991	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	157944	54.1%
5	40085	13.7%
/	40000	13.7%
1	25953	8.9%
2	14047	4.8%
3	13962	4.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	291991	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	157944	54.1%
5	40085	13.7%
/	40000	13.7%
1	25953	8.9%
2	14047	4.8%
3	13962	4.8%

Policy_Ded
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	312.6 KiB

1000	14072
500	13681
2000	12247

Length

Max length	4
Median length	4
Mean length	3.657975
Min length	3

Characters and Unicode

Total characters	146319
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1000
2nd row	500
3rd row	500
4th row	1000
5th row	1000

Common Values

Value	Count	Frequency (%)
1000	14072	35.2%
500	13681	34.2%
2000	12247	30.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1000	14072	35.2%
500	13681	34.2%
2000	12247	30.6%

Most occurring characters

Value	Count	Frequency (%)
0	106319	72.7%
1	14072	9.6%
5	13681	9.4%
2	12247	8.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	146319	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	106319	72.7%
1	14072	9.6%
5	13681	9.4%
2	12247	8.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	146319	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	106319	72.7%
1	14072	9.6%
5	13681	9.4%
2	12247	8.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	146319	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	106319	72.7%
1	14072	9.6%
5	13681	9.4%
2	12247	8.4%

Policy_Premium
Real number (ℝ)

Distinct	991
Distinct (%)	2.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1255.9668

Minimum	433.33
Maximum	2047.59
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	312.6 KiB

Quantile statistics

Minimum	433.33
5-th percentile	847.03
Q1	1086.21
median	1259.02
Q3	1418.5
95-th percentile	1655.79
Maximum	2047.59
Range	1614.26
Interquartile range (IQR)	332.29

Descriptive statistics

Standard deviation	245.68388
Coefficient of variation (CV)	0.19561335
Kurtosis	0.038683109
Mean	1255.9668
Median Absolute Deviation (MAD)	164.32
Skewness	-0.0096481834
Sum	50238672
Variance	60360.568
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1374.22	96	0.2%
1074.07	93	0.2%
1524.45	87	0.2%
1558.29	85	0.2%
1073.83	83	0.2%
1281.25	72	0.2%
1362.87	72	0.2%
1389.13	70	0.2%
1215.36	67	0.2%
1005.47	61	0.2%
Other values (981)	39214	98.0%

Value	Count	Frequency (%)
433.33	39	0.1%
484.67	36	0.1%
538.17	42	0.1%
566.11	50	0.1%
617.11	49	0.1%
625.08	43	0.1%
653.66	41	0.1%
664.86	39	0.1%
671.01	40	0.1%
671.92	49	0.1%

Value	Count	Frequency (%)
2047.59	39	0.1%
1969.63	45	0.1%
1935.85	43	0.1%
1927.87	29	0.1%
1922.84	42	0.1%
1896.91	40	0.1%
1878.44	41	0.1%
1865.83	39	0.1%
1863.04	45	0.1%
1861.43	44	0.1%

Umbrella_Limit
Real number (ℝ)

Zeros

Distinct	11
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1094800

Minimum	0
Maximum	10000000
Zeros	31960
Zeros (%)	79.9%
Negative	0
Negative (%)	0.0%
Memory size	312.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	6000000
Maximum	10000000
Range	10000000
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2282606.7
Coefficient of variation (CV)	2.0849531
Kurtosis	1.7558994
Mean	1094800
Median Absolute Deviation (MAD)	0
Skewness	1.8032284
Sum	4.3792 × 10¹⁰
Variance	5.2102932 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
0	31960	79.9%
6000000	2224	5.6%
5000000	1877	4.7%
4000000	1588	4.0%
7000000	1183	3.0%
3000000	443	1.1%
8000000	321	0.8%
9000000	177	0.4%
2000000	119	0.3%
10000000	66	0.2%

Value	Count	Frequency (%)
0	31960	79.9%
1000000	42	0.1%
2000000	119	0.3%
3000000	443	1.1%
4000000	1588	4.0%
5000000	1877	4.7%
6000000	2224	5.6%
7000000	1183	3.0%
8000000	321	0.8%
9000000	177	0.4%

Value	Count	Frequency (%)
10000000	66	0.2%
9000000	177	0.4%
8000000	321	0.8%
7000000	1183	3.0%
6000000	2224	5.6%
5000000	1877	4.7%
4000000	1588	4.0%
3000000	443	1.1%
2000000	119	0.3%
1000000	42	0.1%

Insured_Zip
Real number (ℝ)

Distinct	995
Distinct (%)	2.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	501415.97

Minimum	430104
Maximum	620962
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	312.6 KiB

Quantile statistics

Minimum	430104
5-th percentile	433275
Q1	448436
median	466498
Q3	603251
95-th percentile	617463.35
Maximum	620962
Range	190858
Interquartile range (IQR)	154815

Descriptive statistics

Standard deviation	71712.899
Coefficient of variation (CV)	0.14302077
Kurtosis	-1.2001256
Mean	501415.97
Median Absolute Deviation (MAD)	21940
Skewness	0.80953764
Sum	2.0056639 × 10¹⁰
Variance	5.1427399 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
477695	92	0.2%
446895	84	0.2%
431202	80	0.2%
456602	71	0.2%
469429	69	0.2%
441871	61	0.2%
600702	59	0.1%
477268	59	0.1%
434733	58	0.1%
619570	57	0.1%
Other values (985)	39310	98.3%

Value	Count	Frequency (%)
430104	40	0.1%
430141	47	0.1%
430232	40	0.1%
430380	43	0.1%
430567	43	0.1%
430621	39	0.1%
430632	49	0.1%
430665	37	0.1%
430714	54	0.1%
430832	40	0.1%

Value	Count	Frequency (%)
620962	46	0.1%
620869	37	0.1%
620819	48	0.1%
620757	42	0.1%
620737	38	0.1%
620507	54	0.1%
620493	28	0.1%
620473	46	0.1%
620358	34	0.1%
620207	34	0.1%

Gender
Categorical

Constant

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	312.6 KiB

0	40000

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	40000
Distinct characters	1
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	40000	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	40000	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	40000	100.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	40000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	40000	100.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	40000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	40000	100.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	40000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	40000	100.0%

Education
Real number (ℝ)

Zeros

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.953825

Minimum	0
Maximum	6
Zeros	5801
Zeros (%)	14.5%
Negative	0
Negative (%)	0.0%
Memory size	312.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	3
Q3	5
95-th percentile	6
Maximum	6
Range	6
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	1.9457486
Coefficient of variation (CV)	0.65872168
Kurtosis	-1.1666499
Mean	2.953825
Median Absolute Deviation (MAD)	2
Skewness	0.0087371634
Sum	118153
Variance	3.7859375
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
3	6443	16.1%
2	6405	16.0%
0	5801	14.5%
5	5721	14.3%
4	5713	14.3%
1	4989	12.5%
6	4928	12.3%

Value	Count	Frequency (%)
0	5801	14.5%
1	4989	12.5%
2	6405	16.0%
3	6443	16.1%
4	5713	14.3%
5	5721	14.3%
6	4928	12.3%

Value	Count	Frequency (%)
6	4928	12.3%
5	5721	14.3%
4	5713	14.3%
3	6443	16.1%
2	6405	16.0%
1	4989	12.5%
0	5801	14.5%

Occupation
Categorical

Distinct	14
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	312.6 KiB

machine-op-inspct	3763
prof-specialty	3391
craft-repair	3080
sales	3010
tech-support	2988
Other values (9)	23768

Length

Max length	17
Median length	16
Mean length	13.533475
Min length	5

Characters and Unicode

Total characters	541339
Distinct characters	21
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	adm-clerical
2nd row	protective-serv
3rd row	priv-house-serv
4th row	tech-support
5th row	exec-managerial

Common Values

Value	Count	Frequency (%)
machine-op-inspct	3763	9.4%
prof-specialty	3391	8.5%
craft-repair	3080	7.7%
sales	3010	7.5%
tech-support	2988	7.5%
exec-managerial	2970	7.4%
priv-house-serv	2869	7.2%
other-service	2864	7.2%
transport-moving	2859	7.1%
armed-forces	2761	6.9%
Other values (4)	9445	23.6%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
machine-op-inspct	3763	9.4%
prof-specialty	3391	8.5%
craft-repair	3080	7.7%
sales	3010	7.5%
tech-support	2988	7.5%
exec-managerial	2970	7.4%
priv-house-serv	2869	7.2%
other-service	2864	7.2%
transport-moving	2859	7.1%
armed-forces	2761	6.9%
Other values (4)	9445	23.6%

Most occurring characters

Value	Count	Frequency (%)
e	61708	11.4%
r	55460	10.2%
-	43622	8.1%
a	42455	7.8%
s	39436	7.3%
i	37185	6.9%
c	35408	6.5%
p	31651	5.8%
t	29910	5.5%
o	26913	5.0%
Other values (11)	137591	25.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	541339	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	61708	11.4%
r	55460	10.2%
-	43622	8.1%
a	42455	7.8%
s	39436	7.3%
i	37185	6.9%
c	35408	6.5%
p	31651	5.8%
t	29910	5.5%
o	26913	5.0%
Other values (11)	137591	25.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	541339	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	61708	11.4%
r	55460	10.2%
-	43622	8.1%
a	42455	7.8%
s	39436	7.3%
i	37185	6.9%
c	35408	6.5%
p	31651	5.8%
t	29910	5.5%
o	26913	5.0%
Other values (11)	137591	25.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	541339	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	61708	11.4%
r	55460	10.2%
-	43622	8.1%
a	42455	7.8%
s	39436	7.3%
i	37185	6.9%
c	35408	6.5%
p	31651	5.8%
t	29910	5.5%
o	26913	5.0%
Other values (11)	137591	25.4%

Hobbies
Categorical

Distinct	20
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	312.6 KiB

reading	2619
exercise	2282
bungie-jumping	2263
paintball	2252
movies	2237
Other values (15)	28347

Length

Max length	14
Median length	11
Mean length	8.110075
Min length	4

Characters and Unicode

Total characters	324403
Distinct characters	24
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	polo
2nd row	movies
3rd row	board-games
4th row	reading
5th row	camping

Common Values

Value	Count	Frequency (%)
reading	2619	6.5%
exercise	2282	5.7%
bungie-jumping	2263	5.7%
paintball	2252	5.6%
movies	2237	5.6%
camping	2207	5.5%
kayaking	2196	5.5%
golf	2141	5.4%
yachting	2106	5.3%
hiking	2054	5.1%
Other values (10)	17643	44.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
reading	2619	6.5%
exercise	2282	5.7%
bungie-jumping	2263	5.7%
paintball	2252	5.6%
movies	2237	5.6%
camping	2207	5.5%
kayaking	2196	5.5%
golf	2141	5.4%
yachting	2106	5.3%
hiking	2054	5.1%
Other values (10)	17643	44.1%

Most occurring characters

Value	Count	Frequency (%)
i	37129	11.4%
g	28980	8.9%
e	28269	8.7%
a	27900	8.6%
n	26778	8.3%
s	21843	6.7%
o	13577	4.2%
l	12828	4.0%
m	12580	3.9%
p	12193	3.8%
Other values (14)	102326	31.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	324403	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
i	37129	11.4%
g	28980	8.9%
e	28269	8.7%
a	27900	8.6%
n	26778	8.3%
s	21843	6.7%
o	13577	4.2%
l	12828	4.0%
m	12580	3.9%
p	12193	3.8%
Other values (14)	102326	31.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	324403	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
i	37129	11.4%
g	28980	8.9%
e	28269	8.7%
a	27900	8.6%
n	26778	8.3%
s	21843	6.7%
o	13577	4.2%
l	12828	4.0%
m	12580	3.9%
p	12193	3.8%
Other values (14)	102326	31.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	324403	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
i	37129	11.4%
g	28980	8.9%
e	28269	8.7%
a	27900	8.6%
n	26778	8.3%
s	21843	6.7%
o	13577	4.2%
l	12828	4.0%
m	12580	3.9%
p	12193	3.8%
Other values (14)	102326	31.5%

Insured_Relationship
Categorical

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	312.6 KiB

own-child	7343
other-relative	7053
not-in-family	6978
husband	6758
wife	6176

Length

Max length	14
Median length	13
Mean length	9.469525
Min length	4

Characters and Unicode

Total characters	378781
Distinct characters	20
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	other-relative
2nd row	husband
3rd row	other-relative
4th row	own-child
5th row	husband

Common Values

Value	Count	Frequency (%)
own-child	7343	18.4%
other-relative	7053	17.6%
not-in-family	6978	17.4%
husband	6758	16.9%
wife	6176	15.4%
unmarried	5692	14.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
own-child	7343	18.4%
other-relative	7053	17.6%
not-in-family	6978	17.4%
husband	6758	16.9%
wife	6176	15.4%
unmarried	5692	14.2%

Most occurring characters

Value	Count	Frequency (%)
i	40220	10.6%
n	33749	8.9%
e	33027	8.7%
-	28352	7.5%
a	26481	7.0%
r	25490	6.7%
l	21374	5.6%
o	21374	5.6%
h	21154	5.6%
t	21084	5.6%
Other values (10)	106476	28.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	378781	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
i	40220	10.6%
n	33749	8.9%
e	33027	8.7%
-	28352	7.5%
a	26481	7.0%
r	25490	6.7%
l	21374	5.6%
o	21374	5.6%
h	21154	5.6%
t	21084	5.6%
Other values (10)	106476	28.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	378781	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
i	40220	10.6%
n	33749	8.9%
e	33027	8.7%
-	28352	7.5%
a	26481	7.0%
r	25490	6.7%
l	21374	5.6%
o	21374	5.6%
h	21154	5.6%
t	21084	5.6%
Other values (10)	106476	28.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	378781	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
i	40220	10.6%
n	33749	8.9%
e	33027	8.7%
-	28352	7.5%
a	26481	7.0%
r	25490	6.7%
l	21374	5.6%
o	21374	5.6%
h	21154	5.6%
t	21084	5.6%
Other values (10)	106476	28.1%

Capital_Gains
Real number (ℝ)

Zeros

Distinct	338
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25113.682

Minimum	0
Maximum	100500
Zeros	20249
Zeros (%)	50.6%
Negative	0
Negative (%)	0.0%
Memory size	312.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	50800
95-th percentile	70600
Maximum	100500
Range	100500
Interquartile range (IQR)	50800

Descriptive statistics

Standard deviation	27759.502
Coefficient of variation (CV)	1.1053537
Kurtosis	-1.2805004
Mean	25113.682
Median Absolute Deviation (MAD)	0
Skewness	0.47275984
Sum	1.0045473 × 10⁹
Variance	7.7058996 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	20249	50.6%
46300	206	0.5%
68500	183	0.5%
44000	140	0.4%
45500	140	0.4%
51500	138	0.3%
46700	133	0.3%
59600	131	0.3%
36900	129	0.3%
58500	127	0.3%
Other values (328)	18424	46.1%

Value	Count	Frequency (%)
0	20249	50.6%
800	41	0.1%
10000	46	0.1%
11000	36	0.1%
12100	46	0.1%
12800	43	0.1%
13100	33	0.1%
14100	47	0.1%
16100	48	0.1%
17300	40	0.1%

Value	Count	Frequency (%)
100500	33	0.1%
98800	45	0.1%
94800	44	0.1%
91900	29	0.1%
90700	39	0.1%
88800	36	0.1%
88400	34	0.1%
87800	35	0.1%
84900	36	0.1%
83900	45	0.1%

Capital_Loss
Real number (ℝ)

Zeros

Distinct	354
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-26754.395

Minimum	-111100
Maximum	0
Zeros	19043
Zeros (%)	47.6%
Negative	20957
Negative (%)	52.4%
Memory size	312.6 KiB

Quantile statistics

Minimum	-111100
5-th percentile	-72100
Q1	-51500
median	-22400
Q3	0
95-th percentile	0
Maximum	0
Range	111100
Interquartile range (IQR)	51500

Descriptive statistics

Standard deviation	28088.848
Coefficient of variation (CV)	-1.0498779
Kurtosis	-1.3114989
Mean	-26754.395
Median Absolute Deviation (MAD)	22400
Skewness	-0.39283306
Sum	-1.0701758 × 10⁹
Variance	7.889834 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	19043	47.6%
-31700	217	0.5%
-53700	191	0.5%
-50300	181	0.5%
-49200	176	0.4%
-32800	174	0.4%
-53800	169	0.4%
-61400	161	0.4%
-51000	153	0.4%
-58400	151	0.4%
Other values (344)	19384	48.5%

Value	Count	Frequency (%)
-111100	44	0.1%
-93600	45	0.1%
-91400	29	0.1%
-91200	42	0.1%
-90600	48	0.1%
-90200	30	0.1%
-90100	34	0.1%
-89400	37	0.1%
-88300	41	0.1%
-87300	36	0.1%

Value	Count	Frequency (%)
0	19043	47.6%
-5700	26	0.1%
-6300	36	0.1%
-8500	48	0.1%
-10600	42	0.1%
-12100	29	0.1%
-13200	38	0.1%
-13800	48	0.1%
-15600	36	0.1%
-15700	76	0.2%

Garage_Location
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

False	39758
True	242

Value	Count	Frequency (%)
False	39758	99.4%
True	242	0.6%

Accident_Date
Date

Distinct	60
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	312.6 KiB

Minimum	2024-01-01 00:00:00
Maximum	2024-03-01 00:00:00
Invalid dates	0
Invalid dates (%)	0.0%

Histogram with fixed size bins (bins=50)

Accident_Type
Categorical

High correlation

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	312.6 KiB

0	16817
2	16110
3	3710
1	3363

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	40000
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2
2nd row	0
3rd row	0
4th row	2
5th row	0

Common Values

Value	Count	Frequency (%)
0	16817	42.0%
2	16110	40.3%
3	3710	9.3%
1	3363	8.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	16817	42.0%
2	16110	40.3%
3	3710	9.3%
1	3363	8.4%

Most occurring characters

Value	Count	Frequency (%)
0	16817	42.0%
2	16110	40.3%
3	3710	9.3%
1	3363	8.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	40000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	16817	42.0%
2	16110	40.3%
3	3710	9.3%
1	3363	8.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	40000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	16817	42.0%
2	16110	40.3%
3	3710	9.3%
1	3363	8.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	40000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	16817	42.0%
2	16110	40.3%
3	3710	9.3%
1	3363	8.4%

Collision_Type
Categorical

High correlation

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	312.6 KiB

1	11728
2	11047
0	10152
3	7073

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	40000
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	2
3rd row	1
4th row	1
5th row	2

Common Values

Value	Count	Frequency (%)
1	11728	29.3%
2	11047	27.6%
0	10152	25.4%
3	7073	17.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	11728	29.3%
2	11047	27.6%
0	10152	25.4%
3	7073	17.7%

Most occurring characters

Value	Count	Frequency (%)
1	11728	29.3%
2	11047	27.6%
0	10152	25.4%
3	7073	17.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	40000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	11728	29.3%
2	11047	27.6%
0	10152	25.4%
3	7073	17.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	40000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	11728	29.3%
2	11047	27.6%
0	10152	25.4%
3	7073	17.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	40000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	11728	29.3%
2	11047	27.6%
0	10152	25.4%
3	7073	17.7%

Accident_Severity
Categorical

High correlation

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	312.6 KiB

1	14222
2	11187
0	11052
3	3539

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	40000
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2
2nd row	0
3rd row	2
4th row	0
5th row	2

Common Values

Value	Count	Frequency (%)
1	14222	35.6%
2	11187	28.0%
0	11052	27.6%
3	3539	8.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	14222	35.6%
2	11187	28.0%
0	11052	27.6%
3	3539	8.8%

Most occurring characters

Value	Count	Frequency (%)
1	14222	35.6%
2	11187	28.0%
0	11052	27.6%
3	3539	8.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	40000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	14222	35.6%
2	11187	28.0%
0	11052	27.6%
3	3539	8.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	40000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	14222	35.6%
2	11187	28.0%
0	11052	27.6%
3	3539	8.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	40000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	14222	35.6%
2	11187	28.0%
0	11052	27.6%
3	3539	8.8%

authorities_contacted
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	312.6 KiB

3	11491
1	8801
2	8102
0	8006
4	3600

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	40000
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	2
3rd row	3
4th row	0
5th row	2

Common Values

Value	Count	Frequency (%)
3	11491	28.7%
1	8801	22.0%
2	8102	20.3%
0	8006	20.0%
4	3600	9.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
3	11491	28.7%
1	8801	22.0%
2	8102	20.3%
0	8006	20.0%
4	3600	9.0%

Most occurring characters

Value	Count	Frequency (%)
3	11491	28.7%
1	8801	22.0%
2	8102	20.3%
0	8006	20.0%
4	3600	9.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	40000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
3	11491	28.7%
1	8801	22.0%
2	8102	20.3%
0	8006	20.0%
4	3600	9.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	40000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
3	11491	28.7%
1	8801	22.0%
2	8102	20.3%
0	8006	20.0%
4	3600	9.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	40000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
3	11491	28.7%
1	8801	22.0%
2	8102	20.3%
0	8006	20.0%
4	3600	9.0%

Acccident_State
Categorical

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	312.6 KiB

NY	10493
SC	9913
WV	8736
VA	4382
NC	4375
Other values (2)	2101

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	80000
Distinct characters	10
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	VA
2nd row	NC
3rd row	PA
4th row	SC
5th row	OH

Common Values

Value	Count	Frequency (%)
NY	10493	26.2%
SC	9913	24.8%
WV	8736	21.8%
VA	4382	11.0%
NC	4375	10.9%
PA	1207	3.0%
OH	894	2.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
ny	10493	26.2%
sc	9913	24.8%
wv	8736	21.8%
va	4382	11.0%
nc	4375	10.9%
pa	1207	3.0%
oh	894	2.2%

Most occurring characters

Value	Count	Frequency (%)
N	14868	18.6%
C	14288	17.9%
V	13118	16.4%
Y	10493	13.1%
S	9913	12.4%
W	8736	10.9%
A	5589	7.0%
P	1207	1.5%
O	894	1.1%
H	894	1.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	80000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
N	14868	18.6%
C	14288	17.9%
V	13118	16.4%
Y	10493	13.1%
S	9913	12.4%
W	8736	10.9%
A	5589	7.0%
P	1207	1.5%
O	894	1.1%
H	894	1.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	80000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
N	14868	18.6%
C	14288	17.9%
V	13118	16.4%
Y	10493	13.1%
S	9913	12.4%
W	8736	10.9%
A	5589	7.0%
P	1207	1.5%
O	894	1.1%
H	894	1.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	80000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
N	14868	18.6%
C	14288	17.9%
V	13118	16.4%
Y	10493	13.1%
S	9913	12.4%
W	8736	10.9%
A	5589	7.0%
P	1207	1.5%
O	894	1.1%
H	894	1.1%

Acccident_City
Categorical

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	312.6 KiB

Springfield	6343
Columbus	5953
Northbend	5928
Arlington	5767
Riverwood	5556
Other values (2)	10453

Length

Max length	11
Median length	9
Mean length	9.291
Min length	8

Characters and Unicode

Total characters	371640
Distinct characters	26
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Columbus
2nd row	Arlington
3rd row	Northbend
4th row	Columbus
5th row	Hillsdale

Common Values

Value	Count	Frequency (%)
Springfield	6343	15.9%
Columbus	5953	14.9%
Northbend	5928	14.8%
Arlington	5767	14.4%
Riverwood	5556	13.9%
Hillsdale	5546	13.9%
Northbrook	4907	12.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
springfield	6343	15.9%
columbus	5953	14.9%
northbend	5928	14.8%
arlington	5767	14.4%
riverwood	5556	13.9%
hillsdale	5546	13.9%
northbrook	4907	12.3%

Most occurring characters

Value	Count	Frequency (%)
o	43481	11.7%
l	34701	9.3%
r	33408	9.0%
i	29555	8.0%
n	23805	6.4%
d	23373	6.3%
e	23373	6.3%
b	16788	4.5%
t	16602	4.5%
g	12110	3.3%
Other values (16)	114444	30.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	371640	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
o	43481	11.7%
l	34701	9.3%
r	33408	9.0%
i	29555	8.0%
n	23805	6.4%
d	23373	6.3%
e	23373	6.3%
b	16788	4.5%
t	16602	4.5%
g	12110	3.3%
Other values (16)	114444	30.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	371640	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
o	43481	11.7%
l	34701	9.3%
r	33408	9.0%
i	29555	8.0%
n	23805	6.4%
d	23373	6.3%
e	23373	6.3%
b	16788	4.5%
t	16602	4.5%
g	12110	3.3%
Other values (16)	114444	30.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	371640	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
o	43481	11.7%
l	34701	9.3%
r	33408	9.0%
i	29555	8.0%
n	23805	6.4%
d	23373	6.3%
e	23373	6.3%
b	16788	4.5%
t	16602	4.5%
g	12110	3.3%
Other values (16)	114444	30.8%

Accident_Location
Text

Distinct	1000
Distinct (%)	2.5%
Missing	0
Missing (%)	0.0%
Memory size	312.6 KiB

Length

Max length	23
Median length	20
Mean length	14.766975
Min length	11

Characters and Unicode

Total characters	590679
Distinct characters	49
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	7819 Oak St
2nd row	7609 Rock St
3rd row	4618 Flute Ave
4th row	1229 5th Ave
5th row	1643 Washington Hwy

Value	Count	Frequency (%)
drive	6986	5.8%
lane	6872	5.7%
ridge	6853	5.7%
st	6796	5.7%
ave	6372	5.3%
hwy	6121	5.1%
4th	2274	1.9%
5th	2010	1.7%
texas	1905	1.6%
britain	1815	1.5%
Other values (961)	71996	60.0%

Most occurring characters

Value	Count	Frequency (%)
	80000	13.5%
e	49691	8.4%
i	25334	4.3%
a	24183	4.1%
n	20843	3.5%
r	19666	3.3%
t	18943	3.2%
5	18713	3.2%
1	17834	3.0%
3	17518	3.0%
Other values (39)	297954	50.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	590679	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	80000	13.5%
e	49691	8.4%
i	25334	4.3%
a	24183	4.1%
n	20843	3.5%
r	19666	3.3%
t	18943	3.2%
5	18713	3.2%
1	17834	3.0%
3	17518	3.0%
Other values (39)	297954	50.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	590679	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	80000	13.5%
e	49691	8.4%
i	25334	4.3%
a	24183	4.1%
n	20843	3.5%
r	19666	3.3%
t	18943	3.2%
5	18713	3.2%
1	17834	3.0%
3	17518	3.0%
Other values (39)	297954	50.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	590679	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	80000	13.5%
e	49691	8.4%
i	25334	4.3%
a	24183	4.1%
n	20843	3.5%
r	19666	3.3%
t	18943	3.2%
5	18713	3.2%
1	17834	3.0%
3	17518	3.0%
Other values (39)	297954	50.4%

Accident_Hour
Real number (ℝ)

Zeros

Distinct	24
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.6352

Minimum	0
Maximum	23
Zeros	2044
Zeros (%)	5.1%
Negative	0
Negative (%)	0.0%
Memory size	312.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	6
median	12
Q3	17
95-th percentile	23
Maximum	23
Range	23
Interquartile range (IQR)	11

Descriptive statistics

Standard deviation	6.9515127
Coefficient of variation (CV)	0.59745537
Kurtosis	-1.1989171
Mean	11.6352
Median Absolute Deviation (MAD)	6
Skewness	-0.034852126
Sum	465408
Variance	48.323529
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
3	2228	5.6%
17	2164	5.4%
0	2044	5.1%
23	2007	5.0%
16	1944	4.9%
10	1863	4.7%
4	1861	4.7%
13	1837	4.6%
6	1761	4.4%
9	1680	4.2%
Other values (14)	20611	51.5%

Value	Count	Frequency (%)
0	2044	5.1%
1	1175	2.9%
2	1238	3.1%
3	2228	5.6%
4	1861	4.7%
5	1290	3.2%
6	1761	4.4%
7	1554	3.9%
8	1409	3.5%
9	1680	4.2%

Value	Count	Frequency (%)
23	2007	5.0%
22	1532	3.8%
21	1664	4.2%
20	1407	3.5%
19	1587	4.0%
18	1669	4.2%
17	2164	5.4%
16	1944	4.9%
15	1591	4.0%
14	1611	4.0%

Num_of_Vehicles_Involved
Categorical

High correlation

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	312.6 KiB

1	23183
3	14314
2	1253
4	1250

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	40000
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	4
3rd row	3
4th row	1
5th row	3

Common Values

Value	Count	Frequency (%)
1	23183	58.0%
3	14314	35.8%
2	1253	3.1%
4	1250	3.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	23183	58.0%
3	14314	35.8%
2	1253	3.1%
4	1250	3.1%

Most occurring characters

Value	Count	Frequency (%)
1	23183	58.0%
3	14314	35.8%
2	1253	3.1%
4	1250	3.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	40000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	23183	58.0%
3	14314	35.8%
2	1253	3.1%
4	1250	3.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	40000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	23183	58.0%
3	14314	35.8%
2	1253	3.1%
4	1250	3.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	40000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	23183	58.0%
3	14314	35.8%
2	1253	3.1%
4	1250	3.1%

Property_Damage
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	312.6 KiB

1	14477
0	13482
2	12041

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	40000
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	2
3rd row	0
4th row	2
5th row	1

Common Values

Value	Count	Frequency (%)
1	14477	36.2%
0	13482	33.7%
2	12041	30.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	14477	36.2%
0	13482	33.7%
2	12041	30.1%

Most occurring characters

Value	Count	Frequency (%)
1	14477	36.2%
0	13482	33.7%
2	12041	30.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	40000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	14477	36.2%
0	13482	33.7%
2	12041	30.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	40000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	14477	36.2%
0	13482	33.7%
2	12041	30.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	40000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	14477	36.2%
0	13482	33.7%
2	12041	30.1%

Bodily_Injuries
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	312.6 KiB

2	13381
0	13312
1	13307

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	40000
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	2
3rd row	0
4th row	2
5th row	0

Common Values

Value	Count	Frequency (%)
2	13381	33.5%
0	13312	33.3%
1	13307	33.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2	13381	33.5%
0	13312	33.3%
1	13307	33.3%

Most occurring characters

Value	Count	Frequency (%)
2	13381	33.5%
0	13312	33.3%
1	13307	33.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	40000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
2	13381	33.5%
0	13312	33.3%
1	13307	33.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	40000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
2	13381	33.5%
0	13312	33.3%
1	13307	33.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	40000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
2	13381	33.5%
0	13312	33.3%
1	13307	33.3%

Witnesses
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	312.6 KiB

1	10231
0	10108
2	9907
3	9754

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	40000
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2
2nd row	0
3rd row	2
4th row	3
5th row	1

Common Values

Value	Count	Frequency (%)
1	10231	25.6%
0	10108	25.3%
2	9907	24.8%
3	9754	24.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	10231	25.6%
0	10108	25.3%
2	9907	24.8%
3	9754	24.4%

Most occurring characters

Value	Count	Frequency (%)
1	10231	25.6%
0	10108	25.3%
2	9907	24.8%
3	9754	24.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	40000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	10231	25.6%
0	10108	25.3%
2	9907	24.8%
3	9754	24.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	40000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	10231	25.6%
0	10108	25.3%
2	9907	24.8%
3	9754	24.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	40000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	10231	25.6%
0	10108	25.3%
2	9907	24.8%
3	9754	24.4%

Police_Report
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	312.6 KiB

2	13716
0	13634
1	12650

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	40000
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	2
3rd row	0
4th row	2
5th row	2

Common Values

Value	Count	Frequency (%)
2	13716	34.3%
0	13634	34.1%
1	12650	31.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2	13716	34.3%
0	13634	34.1%
1	12650	31.6%

Most occurring characters

Value	Count	Frequency (%)
2	13716	34.3%
0	13634	34.1%
1	12650	31.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	40000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
2	13716	34.3%
0	13634	34.1%
1	12650	31.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	40000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
2	13716	34.3%
0	13634	34.1%
1	12650	31.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	40000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
2	13716	34.3%
0	13634	34.1%
1	12650	31.6%

DL_Expiry_Date
Date

Distinct	365
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Memory size	312.6 KiB

Minimum	2024-01-02 00:00:00
Maximum	2026-05-09 00:00:00
Invalid dates	0
Invalid dates (%)	0.0%

Histogram with fixed size bins (bins=50)

Claims_Date
Date

Distinct	66
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	312.6 KiB

Minimum	2024-01-01 00:00:00
Maximum	2024-03-06 00:00:00
Invalid dates	0
Invalid dates (%)	0.0%

Histogram with fixed size bins (bins=50)

Auto_Make
Real number (ℝ)

Zeros

Distinct	14
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.5581

Minimum	0
Maximum	13
Zeros	2713
Zeros (%)	6.8%
Negative	0
Negative (%)	0.0%
Memory size	312.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	7
Q3	10
95-th percentile	13
Maximum	13
Range	13
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	4.015075
Coefficient of variation (CV)	0.61223144
Kurtosis	-1.2371413
Mean	6.5581
Median Absolute Deviation (MAD)	3
Skewness	-0.023177176
Sum	262324
Variance	16.120827
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
4	3255	8.1%
11	3247	8.1%
10	3118	7.8%
9	3108	7.8%
3	3085	7.7%
5	2889	7.2%
12	2782	7.0%
8	2742	6.9%
2	2736	6.8%
0	2713	6.8%
Other values (4)	10325	25.8%

Value	Count	Frequency (%)
0	2713	6.8%
1	2701	6.8%
2	2736	6.8%
3	3085	7.7%
4	3255	8.1%
5	2889	7.2%
6	2266	5.7%
7	2668	6.7%
8	2742	6.9%
9	3108	7.8%

Value	Count	Frequency (%)
13	2690	6.7%
12	2782	7.0%
11	3247	8.1%
10	3118	7.8%
9	3108	7.8%
8	2742	6.9%
7	2668	6.7%
6	2266	5.7%
5	2889	7.2%
4	3255	8.1%

Auto_Model
Real number (ℝ)

Zeros

Distinct	39
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19.339125

Minimum	0
Maximum	38
Zeros	697
Zeros (%)	1.7%
Negative	0
Negative (%)	0.0%
Memory size	312.6 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	10
median	20
Q3	29
95-th percentile	36
Maximum	38
Range	38
Interquartile range (IQR)	19

Descriptive statistics

Standard deviation	11.099968
Coefficient of variation (CV)	0.57396436
Kurtosis	-1.1913337
Mean	19.339125
Median Absolute Deviation (MAD)	9
Skewness	-0.076487036
Sum	773565
Variance	123.2093
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
30	1751	4.4%
36	1663	4.2%
27	1504	3.8%
4	1489	3.7%
23	1443	3.6%
20	1399	3.5%
28	1291	3.2%
21	1286	3.2%
5	1212	3.0%
29	1188	3.0%
Other values (29)	25774	64.4%

Value	Count	Frequency (%)
0	697	1.7%
1	1047	2.6%
2	1007	2.5%
3	1064	2.7%
4	1489	3.7%
5	1212	3.0%
6	541	1.4%
7	767	1.9%
8	836	2.1%
9	1088	2.7%

Value	Count	Frequency (%)
38	625	1.6%
37	885	2.2%
36	1663	4.2%
35	954	2.4%
34	987	2.5%
33	828	2.1%
32	947	2.4%
31	442	1.1%
30	1751	4.4%
29	1188	3.0%

Auto_Year
Real number (ℝ)

High correlation Zeros

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.5139

Minimum	0
Maximum	9
Zeros	4326
Zeros (%)	10.8%
Negative	0
Negative (%)	0.0%
Memory size	312.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	5
Q3	7
95-th percentile	9
Maximum	9
Range	9
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	2.8499403
Coefficient of variation (CV)	0.63136984
Kurtosis	-1.2317176
Mean	4.5139
Median Absolute Deviation (MAD)	2
Skewness	-0.079136501
Sum	180556
Variance	8.1221598
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
7	5792	14.5%
0	4326	10.8%
6	4019	10.0%
3	3970	9.9%
5	3816	9.5%
2	3816	9.5%
1	3679	9.2%
8	3621	9.1%
4	3604	9.0%
9	3357	8.4%

Value	Count	Frequency (%)
0	4326	10.8%
1	3679	9.2%
2	3816	9.5%
3	3970	9.9%
4	3604	9.0%
5	3816	9.5%
6	4019	10.0%
7	5792	14.5%
8	3621	9.1%
9	3357	8.4%

Value	Count	Frequency (%)
9	3357	8.4%
8	3621	9.1%
7	5792	14.5%
6	4019	10.0%
5	3816	9.5%
4	3604	9.0%
3	3970	9.9%
2	3816	9.5%
1	3679	9.2%
0	4326	10.8%

Vehicle_Color
Real number (ℝ)

Zeros

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.493875

Minimum	0
Maximum	5
Zeros	9173
Zeros (%)	22.9%
Negative	0
Negative (%)	0.0%
Memory size	312.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	5
95-th percentile	5
Maximum	5
Range	5
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	1.9090059
Coefficient of variation (CV)	0.76547779
Kurtosis	-1.4776308
Mean	2.493875
Median Absolute Deviation (MAD)	2
Skewness	0.060153506
Sum	99755
Variance	3.6443036
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
5	10261	25.7%
0	9173	22.9%
2	7357	18.4%
1	5158	12.9%
4	4425	11.1%
3	3626	9.1%

Value	Count	Frequency (%)
0	9173	22.9%
1	5158	12.9%
2	7357	18.4%
3	3626	9.1%
4	4425	11.1%
5	10261	25.7%

Value	Count	Frequency (%)
5	10261	25.7%
4	4425	11.1%
3	3626	9.1%
2	7357	18.4%
1	5158	12.9%
0	9173	22.9%

Vehicle_Cost
Real number (ℝ)

High correlation Uniform

Distinct	39468
Distinct (%)	98.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19665.996

Minimum	0
Maximum	39467
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	312.6 KiB

Quantile statistics

Minimum	0
5-th percentile	1963.95
Q1	9785.75
median	19637.5
Q3	29520.25
95-th percentile	37468.05
Maximum	39467
Range	39467
Interquartile range (IQR)	19734.5

Descriptive statistics

Standard deviation	11391.376
Coefficient of variation (CV)	0.57924226
Kurtosis	-1.2001035
Mean	19665.996
Median Absolute Deviation (MAD)	9867.5
Skewness	0.0064016661
Sum	7.8663985 × 10⁸
Variance	1.2976345 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10021	3	< 0.1%
15502	3	< 0.1%
8286	3	< 0.1%
1554	3	< 0.1%
30218	3	< 0.1%
20773	3	< 0.1%
15255	3	< 0.1%
1207	3	< 0.1%
2525	3	< 0.1%
19495	3	< 0.1%
Other values (39458)	39970	99.9%

Value	Count	Frequency (%)
0	1	< 0.1%
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
39467	1	< 0.1%
39466	1	< 0.1%
39465	1	< 0.1%
39464	1	< 0.1%
39463	1	< 0.1%
39462	1	< 0.1%
39461	1	< 0.1%
39460	1	< 0.1%
39459	1	< 0.1%
39458	1	< 0.1%

Annual_Mileage
Real number (ℝ)

High correlation

Distinct	12420
Distinct (%)	31.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11514.875

Minimum	5000
Maximum	18000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	312.6 KiB

Quantile statistics

Minimum	5000
5-th percentile	5651
Q1	8269
median	11525
Q3	14744.25
95-th percentile	17381
Maximum	18000
Range	13000
Interquartile range (IQR)	6475.25

Descriptive statistics

Standard deviation	3751.5059
Coefficient of variation (CV)	0.32579649
Kurtosis	-1.1939645
Mean	11514.875
Median Absolute Deviation (MAD)	3237
Skewness	-0.0036930663
Sum	4.6059501 × 10⁸
Variance	14073796
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7478	12	< 0.1%
8149	11	< 0.1%
14053	11	< 0.1%
5671	11	< 0.1%
8365	11	< 0.1%
15058	11	< 0.1%
5258	10	< 0.1%
9412	10	< 0.1%
7054	10	< 0.1%
12308	10	< 0.1%
Other values (12410)	39893	99.7%

Value	Count	Frequency (%)
5000	2	< 0.1%
5001	5	< 0.1%
5003	2	< 0.1%
5004	2	< 0.1%
5005	3	< 0.1%
5006	4	< 0.1%
5007	4	< 0.1%
5008	3	< 0.1%
5009	6	< 0.1%
5010	2	< 0.1%

Value	Count	Frequency (%)
18000	3	< 0.1%
17999	2	< 0.1%
17998	2	< 0.1%
17997	4	< 0.1%
17996	2	< 0.1%
17995	1	< 0.1%
17994	6	< 0.1%
17993	9	< 0.1%
17992	2	< 0.1%
17991	2	< 0.1%

DiffIN_Mileage
Real number (ℝ)

Distinct	5991
Distinct (%)	15.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4991.5305

Minimum	2000
Maximum	8000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	312.6 KiB

Quantile statistics

Minimum	2000
5-th percentile	2300
Q1	3476
median	4998
Q3	6479.25
95-th percentile	7693
Maximum	8000
Range	6000
Interquartile range (IQR)	3003.25

Descriptive statistics

Standard deviation	1733.428
Coefficient of variation (CV)	0.34727385
Kurtosis	-1.2042321
Mean	4991.5305
Median Absolute Deviation (MAD)	1502
Skewness	0.0015414506
Sum	1.9966122 × 10⁸
Variance	3004772.7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2353	16	< 0.1%
6979	16	< 0.1%
2938	16	< 0.1%
6073	16	< 0.1%
5026	16	< 0.1%
6180	16	< 0.1%
2891	16	< 0.1%
4977	16	< 0.1%
5764	16	< 0.1%
5650	15	< 0.1%
Other values (5981)	39841	99.6%

Value	Count	Frequency (%)
2000	9	< 0.1%
2001	8	< 0.1%
2002	3	< 0.1%
2003	4	< 0.1%
2004	10	< 0.1%
2005	3	< 0.1%
2006	7	< 0.1%
2007	10	< 0.1%
2008	5	< 0.1%
2009	7	< 0.1%

Value	Count	Frequency (%)
8000	8	< 0.1%
7999	8	< 0.1%
7998	9	< 0.1%
7997	6	< 0.1%
7996	2	< 0.1%
7995	9	< 0.1%
7994	4	< 0.1%
7993	6	< 0.1%
7992	6	< 0.1%
7991	5	< 0.1%

Low_Mileage_Discount
Categorical

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	312.6 KiB

0	32376
1	7624

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	40000
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	0
4th row	0
5th row	1

Common Values

Value	Count	Frequency (%)
0	32376	80.9%
1	7624	19.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	32376	80.9%
1	7624	19.1%

Most occurring characters

Value	Count	Frequency (%)
0	32376	80.9%
1	7624	19.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	40000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	32376	80.9%
1	7624	19.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	40000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	32376	80.9%
1	7624	19.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	40000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	32376	80.9%
1	7624	19.1%

Fraud_Ind
Categorical

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	312.6 KiB

0	30120
1	9880

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	40000
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
0	30120	75.3%
1	9880	24.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	30120	75.3%
1	9880	24.7%

Most occurring characters

Value	Count	Frequency (%)
0	30120	75.3%
1	9880	24.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	40000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	30120	75.3%
1	9880	24.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	40000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	30120	75.3%
1	9880	24.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	40000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	30120	75.3%
1	9880	24.7%

Commute_Discount
Categorical

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	312.6 KiB

0	39217
1	783

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	40000
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	39217	98.0%
1	783	2.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	39217	98.0%
1	783	2.0%

Most occurring characters

Value	Count	Frequency (%)
0	39217	98.0%
1	783	2.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	40000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	39217	98.0%
1	783	2.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	40000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	39217	98.0%
1	783	2.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	40000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	39217	98.0%
1	783	2.0%

Total_Claim
Real number (ℝ)

High correlation

Distinct	39692
Distinct (%)	99.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13951.283

Minimum	500.5
Maximum	124800.15
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	312.6 KiB

Quantile statistics

Minimum	500.5
5-th percentile	1750.3205
Q1	6738.325
median	12978.85
Q3	19272.135
95-th percentile	24245.684
Maximum	124800.15
Range	124299.65
Interquartile range (IQR)	12533.81

Descriptive statistics

Standard deviation	11716.935
Coefficient of variation (CV)	0.83984639
Kurtosis	30.522216
Mean	13951.283
Median Absolute Deviation (MAD)	6265.445
Skewness	4.329865
Sum	5.5805134 × 10⁸
Variance	1.3728657 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1595.41	2	< 0.1%
6811.39	2	< 0.1%
12880.53	2	< 0.1%
21334.81	2	< 0.1%
5432.89	2	< 0.1%
4934.48	2	< 0.1%
14749.86	2	< 0.1%
13941.31	2	< 0.1%
19203.57	2	< 0.1%
23606.3	2	< 0.1%
Other values (39682)	39980	> 99.9%

Value	Count	Frequency (%)
500.5	1	< 0.1%
500.78	1	< 0.1%
501.19	1	< 0.1%
501.61	1	< 0.1%
503.42	1	< 0.1%
503.63	1	< 0.1%
504.56	1	< 0.1%
504.81	1	< 0.1%
505.46	1	< 0.1%
505.5	1	< 0.1%

Value	Count	Frequency (%)
124800.15	1	< 0.1%
124792.9	1	< 0.1%
124656.66	1	< 0.1%
124544.09	1	< 0.1%
124336.07	1	< 0.1%
124326.95	1	< 0.1%
124323.38	1	< 0.1%
124150.33	1	< 0.1%
123870.15	1	< 0.1%
123799	1	< 0.1%

Injury_Claim
Real number (ℝ)

High correlation

Distinct	39044
Distinct (%)	97.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4624.4331

Minimum	0.1
Maximum	110881.29
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	312.6 KiB

Quantile statistics

Minimum	0.1
5-th percentile	165.9595
Q1	1069.505
median	2935.56
Q3	6432.6575
95-th percentile	13831.655
Maximum	110881.29
Range	110881.19
Interquartile range (IQR)	5363.1525

Descriptive statistics

Standard deviation	5691.8822
Coefficient of variation (CV)	1.2308281
Kurtosis	44.933067
Mean	4624.4331
Median Absolute Deviation (MAD)	2239.47
Skewness	4.7503209
Sum	1.8497732 × 10⁸
Variance	32397523
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
521.93	3	< 0.1%
934.78	3	< 0.1%
607.21	3	< 0.1%
653.69	3	< 0.1%
698.41	3	< 0.1%
714.06	3	< 0.1%
761.59	3	< 0.1%
4952.84	3	< 0.1%
936.29	3	< 0.1%
1997.14	3	< 0.1%
Other values (39034)	39970	99.9%

Value	Count	Frequency (%)
0.1	1	< 0.1%
0.16	1	< 0.1%
0.22	1	< 0.1%
0.28	1	< 0.1%
0.3	1	< 0.1%
0.32	1	< 0.1%
0.37	1	< 0.1%
0.42	1	< 0.1%
0.46	1	< 0.1%
0.52	1	< 0.1%

Value	Count	Frequency (%)
110881.29	1	< 0.1%
104428.15	1	< 0.1%
98980.65	1	< 0.1%
91310	1	< 0.1%
88903.77	1	< 0.1%
88787.5	1	< 0.1%
88002.34	1	< 0.1%
86677.63	1	< 0.1%
82919.69	1	< 0.1%
82626.69	1	< 0.1%

Property_Claim
Real number (ℝ)

High correlation

Distinct	39024
Distinct (%)	97.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4668.0915

Minimum	0.12
Maximum	109176.92
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	312.6 KiB

Quantile statistics

Minimum	0.12
5-th percentile	163.315
Q1	1058.97
median	2946.64
Q3	6486.4575
95-th percentile	13975.612
Maximum	109176.92
Range	109176.8
Interquartile range (IQR)	5427.4875

Descriptive statistics

Standard deviation	5798.0082
Coefficient of variation (CV)	1.2420511
Kurtosis	45.953359
Mean	4668.0915
Median Absolute Deviation (MAD)	2264.54
Skewness	4.8200446
Sum	1.8672366 × 10⁸
Variance	33616900
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
423.12	3	< 0.1%
90.2	3	< 0.1%
334	3	< 0.1%
1004.73	3	< 0.1%
257.14	3	< 0.1%
225.19	3	< 0.1%
590.29	3	< 0.1%
12.13	3	< 0.1%
486.51	3	< 0.1%
672.63	3	< 0.1%
Other values (39014)	39970	99.9%

Value	Count	Frequency (%)
0.12	1	< 0.1%
0.23	2	< 0.1%
0.28	1	< 0.1%
0.41	1	< 0.1%
0.48	1	< 0.1%
0.49	1	< 0.1%
0.5	1	< 0.1%
0.55	1	< 0.1%
0.6	1	< 0.1%
0.66	1	< 0.1%

Value	Count	Frequency (%)
109176.92	1	< 0.1%
103039.43	1	< 0.1%
95370.83	1	< 0.1%
94543.71	1	< 0.1%
92796.26	1	< 0.1%
92578.86	1	< 0.1%
91395.72	1	< 0.1%
91220.28	1	< 0.1%
90015.93	1	< 0.1%
89837.08	1	< 0.1%

Vehicle_Claim
Real number (ℝ)

High correlation

Distinct	39027
Distinct (%)	97.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4658.7589

Minimum	0.05
Maximum	123443.92
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	312.6 KiB

Quantile statistics

Minimum	0.05
5-th percentile	170.129
Q1	1069.015
median	2931.14
Q3	6434.28
95-th percentile	13903.03
Maximum	123443.92
Range	123443.87
Interquartile range (IQR)	5365.265

Descriptive statistics

Standard deviation	5955.1534
Coefficient of variation (CV)	1.2782704
Kurtosis	59.597341
Mean	4658.7589
Median Absolute Deviation (MAD)	2240.2
Skewness	5.5330453
Sum	1.8635036 × 10⁸
Variance	35463852
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
92.65	4	< 0.1%
55.58	3	< 0.1%
576.07	3	< 0.1%
758.45	3	< 0.1%
100.72	3	< 0.1%
2179.68	3	< 0.1%
355.29	3	< 0.1%
901.53	3	< 0.1%
243.78	3	< 0.1%
814.35	3	< 0.1%
Other values (39017)	39969	99.9%

Value	Count	Frequency (%)
0.05	1	< 0.1%
0.12	1	< 0.1%
0.29	1	< 0.1%
0.31	1	< 0.1%
0.34	1	< 0.1%
0.35	1	< 0.1%
0.38	1	< 0.1%
0.47	1	< 0.1%
0.8	1	< 0.1%
0.89	1	< 0.1%

Value	Count	Frequency (%)
123443.92	1	< 0.1%
120248.01	1	< 0.1%
110793.62	1	< 0.1%
104118.42	1	< 0.1%
102161.66	1	< 0.1%
99565.62	1	< 0.1%
97752.2	1	< 0.1%
97141.8	1	< 0.1%
95707.62	1	< 0.1%
95228.96	1	< 0.1%

Vehicle_Registration
Text

Unique

Distinct	40000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	312.6 KiB

Length

Max length	9
Median length	9
Mean length	9
Min length	9

Characters and Unicode

Total characters	360000
Distinct characters	36
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	40000 ?
Unique (%)	100.0%

Sample

1st row	IF47V1395
2nd row	EI51L7783
3rd row	MU37B8905
4th row	RI52Q2108
5th row	UX39O9355

Value	Count	Frequency (%)
bo39h8755	1	< 0.1%
lw96p6191	1	< 0.1%
rh78o6052	1	< 0.1%
wl64r4628	1	< 0.1%
al10u7726	1	< 0.1%
gl82i4112	1	< 0.1%
ca53e2408	1	< 0.1%
ig87m9245	1	< 0.1%
pf04a5492	1	< 0.1%
uc61e1433	1	< 0.1%
Other values (39990)	39990	> 99.9%

Most occurring characters

Value	Count	Frequency (%)
2	24177	6.7%
7	24149	6.7%
0	24137	6.7%
5	24068	6.7%
6	24040	6.7%
9	24021	6.7%
1	23938	6.6%
4	23932	6.6%
8	23908	6.6%
3	23630	6.6%
Other values (26)	120000	33.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	360000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
2	24177	6.7%
7	24149	6.7%
0	24137	6.7%
5	24068	6.7%
6	24040	6.7%
9	24021	6.7%
1	23938	6.6%
4	23932	6.6%
8	23908	6.6%
3	23630	6.6%
Other values (26)	120000	33.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	360000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
2	24177	6.7%
7	24149	6.7%
0	24137	6.7%
5	24068	6.7%
6	24040	6.7%
9	24021	6.7%
1	23938	6.6%
4	23932	6.6%
8	23908	6.6%
3	23630	6.6%
Other values (26)	120000	33.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	360000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
2	24177	6.7%
7	24149	6.7%
0	24137	6.7%
5	24068	6.7%
6	24040	6.7%
9	24021	6.7%
1	23938	6.6%
4	23932	6.6%
8	23908	6.6%
3	23630	6.6%
Other values (26)	120000	33.3%

Check_Point
Boolean

Constant

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.2 KiB

False	40000

Value	Count	Frequency (%)
False	40000	100.0%

Wait_Policy_BI
Categorical

High correlation

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	312.6 KiB

250	14047
100	13962
500	11991

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	120000
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	500
2nd row	250
3rd row	500
4th row	500
5th row	250

Common Values

Value	Count	Frequency (%)
250	14047	35.1%
100	13962	34.9%
500	11991	30.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
250	14047	35.1%
100	13962	34.9%
500	11991	30.0%

Most occurring characters

Value	Count	Frequency (%)
0	65953	55.0%
5	26038	21.7%
2	14047	11.7%
1	13962	11.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	120000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	65953	55.0%
5	26038	21.7%
2	14047	11.7%
1	13962	11.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	120000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	65953	55.0%
5	26038	21.7%
2	14047	11.7%
1	13962	11.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	120000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	65953	55.0%
5	26038	21.7%
2	14047	11.7%
1	13962	11.6%

Indemnity_Policy_BI
Categorical

High correlation

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	312.6 KiB

500	14047
300	13962
1000	11991

Length

Max length	4
Median length	3
Mean length	3.299775
Min length	3

Characters and Unicode

Total characters	131991
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1000
2nd row	500
3rd row	1000
4th row	1000
5th row	500

Common Values

Value	Count	Frequency (%)
500	14047	35.1%
300	13962	34.9%
1000	11991	30.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
500	14047	35.1%
300	13962	34.9%
1000	11991	30.0%

Most occurring characters

Value	Count	Frequency (%)
0	91991	69.7%
5	14047	10.6%
3	13962	10.6%
1	11991	9.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	131991	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	91991	69.7%
5	14047	10.6%
3	13962	10.6%
1	11991	9.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	131991	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	91991	69.7%
5	14047	10.6%
3	13962	10.6%
1	11991	9.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	131991	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	91991	69.7%
5	14047	10.6%
3	13962	10.6%
1	11991	9.1%

Policy_Duration
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	312.6 KiB

182	19183
183	15873
184	4944

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	120000
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	183
2nd row	183
3rd row	182
4th row	184
5th row	182

Common Values

Value	Count	Frequency (%)
182	19183	48.0%
183	15873	39.7%
184	4944	12.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
182	19183	48.0%
183	15873	39.7%
184	4944	12.4%

Most occurring characters

Value	Count	Frequency (%)
1	40000	33.3%
8	40000	33.3%
2	19183	16.0%
3	15873	13.2%
4	4944	4.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	120000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	40000	33.3%
8	40000	33.3%
2	19183	16.0%
3	15873	13.2%
4	4944	4.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	120000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	40000	33.3%
8	40000	33.3%
2	19183	16.0%
3	15873	13.2%
4	4944	4.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	120000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	40000	33.3%
8	40000	33.3%
2	19183	16.0%
3	15873	13.2%
4	4944	4.1%

Claim_Duration
Real number (ℝ)

Zeros

Distinct	8
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.57595

Minimum	0
Maximum	24
Zeros	6271
Zeros (%)	15.7%
Negative	0
Negative (%)	0.0%
Memory size	312.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	3
Q3	4
95-th percentile	5
Maximum	24
Range	24
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.9217502
Coefficient of variation (CV)	0.74603553
Kurtosis	24.952476
Mean	2.57595
Median Absolute Deviation (MAD)	1
Skewness	2.4278849
Sum	103038
Variance	3.6931239
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
3	7387	18.5%
4	6848	17.1%
1	6581	16.5%
5	6450	16.1%
2	6381	16.0%
0	6271	15.7%
24	44	0.1%
22	38	0.1%

Value	Count	Frequency (%)
0	6271	15.7%
1	6581	16.5%
2	6381	16.0%
3	7387	18.5%
4	6848	17.1%
5	6450	16.1%
22	38	0.1%
24	44	0.1%

Value	Count	Frequency (%)
24	44	0.1%
22	38	0.1%
5	6450	16.1%
4	6848	17.1%
3	7387	18.5%
2	6381	16.0%
1	6581	16.5%
0	6271	15.7%

License_Validity
Real number (ℝ)

Distinct	338
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	615.45565

Minimum	-31
Maximum	800
Zeros	0
Zeros (%)	0.0%
Negative	120
Negative (%)	0.3%
Memory size	312.6 KiB

Quantile statistics

Minimum	-31
5-th percentile	457
Q1	525
median	613
Q3	708
95-th percentile	784
Maximum	800
Range	831
Interquartile range (IQR)	183

Descriptive statistics

Standard deviation	110.31943
Coefficient of variation (CV)	0.17924838
Kurtosis	1.8530167
Mean	615.45565
Median Absolute Deviation (MAD)	90
Skewness	-0.49379764
Sum	24618226
Variance	12170.376
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
555	384	1.0%
493	322	0.8%
653	300	0.8%
442	286	0.7%
464	285	0.7%
727	276	0.7%
468	271	0.7%
792	270	0.7%
564	258	0.6%
505	248	0.6%
Other values (328)	37100	92.8%

Value	Count	Frequency (%)
-31	88	0.2%
-3	32	0.1%
440	120	0.3%
441	27	0.1%
442	286	0.7%
444	38	0.1%
445	45	0.1%
446	185	0.5%
447	196	0.5%
448	162	0.4%

Value	Count	Frequency (%)
800	131	0.3%
799	150	0.4%
798	114	0.3%
797	89	0.2%
796	95	0.2%
795	29	0.1%
794	211	0.5%
793	40	0.1%
792	270	0.7%
791	72	0.2%

Claim_Intensity
Real number (ℝ)

High correlation Unique

Distinct	40000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.3080196

Minimum	0.014704362
Maximum	24.346494
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	312.6 KiB

Quantile statistics

Minimum	0.014704362
5-th percentile	0.12611242
Q1	0.48880897
median	0.97620152
Q3	1.691503
95-th percentile	3.481008
Maximum	24.346494
Range	24.33179
Interquartile range (IQR)	1.202694

Descriptive statistics

Standard deviation	1.3972289
Coefficient of variation (CV)	1.0682018
Kurtosis	49.191414
Mean	1.3080196
Median Absolute Deviation (MAD)	0.56118633
Skewness	5.1224974
Sum	52320.782
Variance	1.9522485
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6.08651982	1	< 0.1%
1.2549517	1	< 0.1%
1.587984703	1	< 0.1%
2.200506195	1	< 0.1%
0.3420427459	1	< 0.1%
1.028926965	1	< 0.1%
1.764629219	1	< 0.1%
0.6152593894	1	< 0.1%
0.6787233257	1	< 0.1%
4.930511476	1	< 0.1%
Other values (39990)	39990	> 99.9%

Value	Count	Frequency (%)
0.01470436223	1	< 0.1%
0.01491654901	1	< 0.1%
0.01539820592	1	< 0.1%
0.01598206206	1	< 0.1%
0.01656775198	1	< 0.1%
0.01660708909	1	< 0.1%
0.01673108375	1	< 0.1%
0.01676805407	1	< 0.1%
0.01690968735	1	< 0.1%
0.01737441711	1	< 0.1%

Value	Count	Frequency (%)
24.34649429	1	< 0.1%
23.60781233	1	< 0.1%
23.21718458	1	< 0.1%
22.34737802	1	< 0.1%
21.98347044	1	< 0.1%
21.47589948	1	< 0.1%
20.87335621	1	< 0.1%
20.62194693	1	< 0.1%
20.55833118	1	< 0.1%
20.47413589	1	< 0.1%

Interactions

Correlations

	Acccident_City	Acccident_State	Accident_Hour	Accident_Severity	Accident_Type	Age_Insured	Annual_Mileage	Auto_Make	Auto_Model	Auto_Year	Bodily_Injuries	Capital_Gains	Capital_Loss	Claim_Duration	Claim_Intensity	Collision_Type	Commute_Discount	Customer_Life_Value1	DiffIN_Mileage	Education	Fraud_Ind	Garage_Location	Hobbies	Indemnity_Policy_BI	Injury_Claim	Insured_Relationship	Insured_Zip	License_Validity	Low_Mileage_Discount	Num_of_Vehicles_Involved	Occupation	Police_Report	Policy_BI	Policy_Ded	Policy_Duration	Policy_Num	Policy_Premium	Policy_State	Property_Claim	Property_Damage	Total_Claim	Umbrella_Limit	Vehicle_Claim	Vehicle_Color	Vehicle_Cost	Wait_Policy_BI	Witnesses	authorities_contacted
Acccident_City	1.000	0.060	0.088	0.063	0.081	0.091	0.005	0.084	0.091	0.090	0.071	0.083	0.092	0.073	0.014	0.080	0.014	0.000	0.006	0.072	0.048	0.073	0.138	0.062	0.000	0.076	0.081	0.087	0.000	0.075	0.105	0.071	0.062	0.064	0.062	0.085	0.095	0.082	0.004	0.103	0.003	0.111	0.005	0.032	0.075	0.062	0.095	0.089
Acccident_State	0.060	1.000	0.102	0.083	0.080	0.084	0.000	0.104	0.113	0.101	0.078	0.090	0.092	0.073	0.015	0.095	0.007	0.000	0.000	0.085	0.129	0.043	0.152	0.063	0.013	0.084	0.083	0.062	0.000	0.083	0.121	0.083	0.063	0.083	0.055	0.111	0.095	0.070	0.000	0.061	0.000	0.111	0.000	0.035	0.079	0.063	0.080	0.078
Accident_Hour	0.088	0.102	1.000	0.218	0.282	0.105	0.001	-0.004	-0.051	-0.069	0.106	-0.013	-0.032	0.035	0.040	0.291	0.012	-0.007	0.001	-0.063	0.150	0.064	0.131	0.079	0.001	0.097	0.013	0.038	0.012	0.150	0.103	0.086	0.079	0.128	0.097	0.034	-0.000	0.102	-0.003	0.086	-0.002	-0.015	-0.005	-0.008	-0.075	0.079	0.110	0.199
Accident_Severity	0.063	0.083	0.218	1.000	0.426	0.106	0.000	0.075	0.090	0.092	0.028	0.088	0.087	0.061	0.013	0.426	0.037	0.000	0.015	0.074	0.515	0.099	0.137	0.055	0.007	0.064	0.066	0.046	0.004	0.177	0.114	0.061	0.055	0.025	0.065	0.093	0.076	0.036	0.009	0.084	0.004	0.101	0.000	0.028	0.088	0.055	0.059	0.314
Accident_Type	0.081	0.080	0.282	0.426	1.000	0.089	0.006	0.081	0.114	0.078	0.053	0.095	0.083	0.049	0.013	0.579	0.024	0.000	0.000	0.079	0.172	0.079	0.142	0.056	0.000	0.059	0.071	0.049	0.011	0.577	0.117	0.059	0.056	0.061	0.105	0.096	0.094	0.043	0.000	0.035	0.011	0.069	0.000	0.013	0.052	0.056	0.047	0.447
Age_Insured	0.091	0.084	0.105	0.106	0.089	1.000	0.005	0.013	0.018	-0.014	0.082	-0.021	-0.002	0.017	0.008	0.114	0.000	0.001	0.004	-0.000	0.073	0.117	0.130	0.089	0.001	0.098	-0.001	0.035	0.000	0.121	0.111	0.073	0.089	0.087	0.072	0.053	0.029	0.080	0.013	0.088	0.010	-0.004	0.008	-0.016	-0.002	0.089	0.104	0.091
Annual_Mileage	0.005	0.000	0.001	0.000	0.006	0.005	1.000	-0.009	-0.001	-0.001	0.009	0.010	0.005	-0.000	0.003	0.007	0.009	-0.006	-0.003	0.005	0.000	0.014	0.009	0.009	0.005	0.000	-0.003	0.002	0.978	0.008	0.000	0.000	0.009	0.000	0.003	0.005	-0.004	0.000	0.008	0.000	0.006	0.014	0.003	0.002	0.003	0.009	0.008	0.000
Auto_Make	0.084	0.104	-0.004	0.075	0.081	0.013	-0.009	1.000	-0.186	-0.002	0.057	0.040	-0.045	-0.019	0.048	0.082	0.014	-0.003	0.003	0.052	0.070	0.120	0.144	0.079	0.004	0.099	-0.029	-0.013	0.010	0.083	0.103	0.086	0.079	0.090	0.118	-0.026	0.010	0.117	0.001	0.082	0.001	0.002	0.007	-0.017	-0.082	0.079	0.083	0.094
Auto_Model	0.091	0.113	-0.051	0.090	0.114	0.018	-0.001	-0.186	1.000	0.010	0.058	0.040	-0.033	0.022	-0.074	0.079	0.006	0.002	0.003	0.049	0.093	0.155	0.148	0.088	-0.008	0.096	0.034	-0.037	0.011	0.109	0.110	0.097	0.088	0.097	0.109	-0.031	-0.030	0.102	-0.011	0.075	-0.011	0.023	-0.003	0.118	0.114	0.088	0.079	0.093
Auto_Year	0.090	0.101	-0.069	0.092	0.078	-0.014	-0.001	-0.002	0.010	1.000	0.099	0.004	0.087	-0.018	-0.514	0.088	0.017	0.012	0.005	0.016	0.125	0.093	0.135	0.071	-0.003	0.099	0.024	0.025	0.000	0.077	0.125	0.119	0.071	0.099	0.100	0.009	0.019	0.094	-0.010	0.106	-0.012	0.022	-0.003	0.008	0.930	0.071	0.072	0.100
Bodily_Injuries	0.071	0.078	0.106	0.028	0.053	0.082	0.009	0.057	0.058	0.099	1.000	0.110	0.070	0.039	0.007	0.024	0.000	0.006	0.000	0.073	0.036	0.033	0.115	0.036	0.000	0.060	0.067	0.093	0.000	0.049	0.150	0.035	0.036	0.047	0.046	0.091	0.069	0.065	0.000	0.040	0.009	0.113	0.006	0.013	0.064	0.036	0.064	0.055
Capital_Gains	0.083	0.090	-0.013	0.088	0.095	-0.021	0.010	0.040	0.040	0.004	0.110	1.000	-0.047	0.010	-0.016	0.074	0.000	-0.006	-0.011	0.036	0.060	0.060	0.151	0.091	-0.002	0.085	0.015	0.041	0.009	0.112	0.107	0.081	0.091	0.091	0.120	-0.019	-0.008	0.094	-0.004	0.093	-0.006	-0.046	-0.007	0.016	0.017	0.091	0.096	0.079
Capital_Loss	0.092	0.092	-0.032	0.087	0.083	-0.002	0.005	-0.045	-0.033	0.087	0.070	-0.047	1.000	0.009	-0.032	0.101	0.000	-0.003	0.001	0.048	0.057	0.092	0.141	0.075	0.005	0.105	0.038	-0.001	0.006	0.078	0.111	0.103	0.075	0.086	0.115	-0.011	0.030	0.102	0.009	0.118	0.010	-0.017	0.012	-0.003	0.082	0.075	0.094	0.097
Claim_Duration	0.073	0.073	0.035	0.061	0.049	0.017	-0.000	-0.019	0.022	-0.018	0.039	0.010	0.009	1.000	0.004	0.057	0.000	0.001	-0.007	0.011	0.104	0.271	0.128	0.074	0.008	0.081	0.013	-0.027	0.003	0.032	0.117	0.043	0.074	0.047	0.017	-0.039	-0.035	0.070	-0.001	0.041	0.004	0.011	0.001	0.006	-0.003	0.074	0.065	0.055
Claim_Intensity	0.014	0.015	0.040	0.013	0.013	0.008	0.003	0.048	-0.074	-0.514	0.007	-0.016	-0.032	0.004	1.000	0.014	0.000	-0.010	0.003	-0.005	0.021	0.000	0.019	0.000	0.503	0.022	-0.015	-0.018	0.005	0.015	0.020	0.030	0.000	0.028	0.034	-0.011	0.009	0.021	0.510	0.010	0.799	-0.013	0.502	-0.008	-0.556	0.000	0.021	0.018
Collision_Type	0.080	0.095	0.291	0.426	0.579	0.114	0.007	0.082	0.079	0.088	0.024	0.074	0.101	0.057	0.014	1.000	0.027	0.005	0.003	0.094	0.176	0.070	0.147	0.071	0.000	0.066	0.042	0.043	0.006	0.235	0.110	0.063	0.071	0.044	0.090	0.084	0.088	0.056	0.000	0.036	0.011	0.072	0.006	0.030	0.084	0.071	0.074	0.444
Commute_Discount	0.014	0.007	0.012	0.037	0.024	0.000	0.009	0.014	0.006	0.017	0.000	0.000	0.000	0.000	0.000	0.027	1.000	0.000	0.000	0.000	0.081	0.008	0.033	0.000	0.000	0.009	0.000	0.006	0.002	0.010	0.004	0.000	0.000	0.002	0.000	0.003	0.003	0.000	0.023	0.000	0.009	0.002	0.000	0.000	0.011	0.000	0.008	0.016
Customer_Life_Value1	0.000	0.000	-0.007	0.000	0.000	0.001	-0.006	-0.003	0.002	0.012	0.006	-0.006	-0.003	0.001	-0.010	0.005	0.000	1.000	0.006	-0.002	0.000	0.012	0.000	0.005	-0.000	0.000	0.004	-0.009	0.015	0.000	0.000	0.007	0.005	0.000	0.004	0.003	0.001	0.000	0.000	0.000	-0.002	0.004	0.002	-0.001	0.013	0.005	0.000	0.010
DiffIN_Mileage	0.006	0.000	0.001	0.015	0.000	0.004	-0.003	0.003	0.003	0.005	0.000	-0.011	0.001	-0.007	0.003	0.003	0.000	0.006	1.000	-0.003	0.011	0.012	0.009	0.000	0.006	0.000	0.002	0.002	0.000	0.000	0.008	0.004	0.000	0.008	0.005	0.002	-0.002	0.007	0.003	0.000	0.005	0.004	0.002	-0.005	0.004	0.000	0.000	0.000
Education	0.072	0.085	-0.063	0.074	0.079	-0.000	0.005	0.052	0.049	0.016	0.073	0.036	0.048	0.011	-0.005	0.094	0.000	-0.002	-0.003	1.000	0.034	0.072	0.134	0.098	-0.003	0.087	0.020	0.020	0.000	0.083	0.125	0.092	0.098	0.079	0.080	-0.000	-0.020	0.086	0.004	0.077	0.005	-0.015	0.006	0.009	0.019	0.098	0.095	0.061
Fraud_Ind	0.048	0.129	0.150	0.515	0.172	0.073	0.000	0.070	0.093	0.125	0.036	0.060	0.057	0.104	0.021	0.176	0.081	0.000	0.011	0.034	1.000	0.136	0.405	0.044	0.000	0.078	0.089	0.100	0.000	0.063	0.130	0.029	0.044	0.036	0.034	0.129	0.094	0.040	0.002	0.086	0.000	0.107	0.010	0.023	0.117	0.044	0.088	0.169
Garage_Location	0.073	0.043	0.064	0.099	0.079	0.117	0.014	0.120	0.155	0.093	0.033	0.060	0.092	0.271	0.000	0.070	0.008	0.012	0.012	0.072	0.136	1.000	0.125	0.033	0.006	0.043	0.052	0.061	0.000	0.066	0.086	0.033	0.033	0.059	0.014	0.098	0.089	0.025	0.000	0.028	0.005	0.183	0.000	0.035	0.084	0.033	0.042	0.059
Hobbies	0.138	0.152	0.131	0.137	0.142	0.130	0.009	0.144	0.148	0.135	0.115	0.151	0.141	0.128	0.019	0.147	0.033	0.000	0.009	0.134	0.405	0.125	1.000	0.133	0.000	0.141	0.138	0.133	0.000	0.130	0.145	0.169	0.133	0.109	0.121	0.121	0.126	0.149	0.000	0.114	0.006	0.133	0.007	0.050	0.107	0.133	0.140	0.126
Indemnity_Policy_BI	0.062	0.063	0.079	0.055	0.056	0.089	0.009	0.079	0.088	0.071	0.036	0.091	0.075	0.074	0.000	0.071	0.000	0.005	0.000	0.098	0.044	0.033	0.133	1.000	0.008	0.083	0.034	0.063	0.000	0.040	0.125	0.056	1.000	0.030	0.035	0.101	0.127	0.032	0.006	0.018	0.000	0.081	0.000	0.019	0.068	1.000	0.059	0.078
Injury_Claim	0.000	0.013	0.001	0.007	0.000	0.001	0.005	0.004	-0.008	-0.003	0.000	-0.002	0.005	0.008	0.503	0.000	0.000	-0.000	0.006	-0.003	0.000	0.006	0.000	0.008	1.000	0.000	0.001	-0.014	0.000	0.000	0.008	0.000	0.008	0.000	0.000	0.001	0.004	0.000	0.144	0.006	0.601	0.011	0.148	0.006	-0.007	0.008	0.000	0.000
Insured_Relationship	0.076	0.084	0.097	0.064	0.059	0.098	0.000	0.099	0.096	0.099	0.060	0.085	0.105	0.081	0.022	0.066	0.009	0.000	0.000	0.087	0.078	0.043	0.141	0.083	0.000	1.000	0.059	0.073	0.000	0.067	0.126	0.061	0.083	0.055	0.093	0.098	0.072	0.046	0.000	0.056	0.009	0.102	0.005	0.029	0.095	0.083	0.064	0.078
Insured_Zip	0.081	0.083	0.013	0.066	0.071	-0.001	-0.003	-0.029	0.034	0.024	0.067	0.015	0.038	0.013	-0.015	0.042	0.000	0.004	0.002	0.020	0.089	0.052	0.138	0.034	0.001	0.059	1.000	0.002	0.000	0.070	0.138	0.089	0.034	0.055	0.072	0.029	0.040	0.072	0.003	0.072	-0.002	0.001	-0.008	0.023	0.023	0.034	0.051	0.056
License_Validity	0.087	0.062	0.038	0.046	0.049	0.035	0.002	-0.013	-0.037	0.025	0.093	0.041	-0.001	-0.027	-0.018	0.043	0.006	-0.009	0.002	0.020	0.100	0.061	0.133	0.063	-0.014	0.073	0.002	1.000	0.013	0.070	0.101	0.082	0.063	0.091	0.070	0.025	0.063	0.027	-0.002	0.095	-0.005	-0.036	0.007	-0.002	0.022	0.063	0.078	0.064
Low_Mileage_Discount	0.000	0.000	0.012	0.004	0.011	0.000	0.978	0.010	0.011	0.000	0.000	0.009	0.006	0.003	0.005	0.006	0.002	0.015	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.013	1.000	0.006	0.004	0.000	0.000	0.000	0.008	0.015	0.000	0.000	0.000	0.000	0.011	0.012	0.011	0.000	0.008	0.000	0.007	0.000
Num_of_Vehicles_Involved	0.075	0.083	0.150	0.177	0.577	0.121	0.008	0.083	0.109	0.077	0.049	0.112	0.078	0.032	0.015	0.235	0.010	0.000	0.000	0.083	0.063	0.066	0.130	0.040	0.000	0.067	0.070	0.070	0.006	1.000	0.112	0.051	0.040	0.074	0.103	0.092	0.067	0.044	0.000	0.040	0.006	0.126	0.000	0.020	0.071	0.040	0.044	0.178
Occupation	0.105	0.121	0.103	0.114	0.117	0.111	0.000	0.103	0.110	0.125	0.150	0.107	0.111	0.117	0.020	0.110	0.004	0.000	0.008	0.125	0.130	0.086	0.145	0.125	0.008	0.126	0.138	0.101	0.004	0.112	1.000	0.117	0.125	0.144	0.096	0.128	0.120	0.089	0.007	0.079	0.004	0.114	0.000	0.034	0.101	0.125	0.116	0.105
Police_Report	0.071	0.083	0.086	0.061	0.059	0.073	0.000	0.086	0.097	0.119	0.035	0.081	0.103	0.043	0.030	0.063	0.000	0.007	0.004	0.092	0.029	0.033	0.169	0.056	0.000	0.061	0.089	0.082	0.000	0.051	0.117	1.000	0.056	0.030	0.048	0.116	0.107	0.058	0.011	0.055	0.009	0.116	0.010	0.024	0.093	0.056	0.045	0.056
Policy_BI	0.062	0.063	0.079	0.055	0.056	0.089	0.009	0.079	0.088	0.071	0.036	0.091	0.075	0.074	0.000	0.071	0.000	0.005	0.000	0.098	0.044	0.033	0.133	1.000	0.008	0.083	0.034	0.063	0.000	0.040	0.125	0.056	1.000	0.030	0.035	0.101	0.127	0.032	0.006	0.018	0.000	0.081	0.000	0.019	0.068	1.000	0.059	0.078
Policy_Ded	0.064	0.083	0.128	0.025	0.061	0.087	0.000	0.090	0.097	0.099	0.047	0.091	0.086	0.047	0.028	0.044	0.002	0.000	0.008	0.079	0.036	0.059	0.109	0.030	0.000	0.055	0.055	0.091	0.000	0.074	0.144	0.030	0.030	1.000	0.036	0.100	0.108	0.042	0.000	0.022	0.007	0.094	0.000	0.024	0.072	0.030	0.068	0.066
Policy_Duration	0.062	0.055	0.097	0.065	0.105	0.072	0.003	0.118	0.109	0.100	0.046	0.120	0.115	0.017	0.034	0.090	0.000	0.004	0.005	0.080	0.034	0.014	0.121	0.035	0.000	0.093	0.072	0.070	0.008	0.103	0.096	0.048	0.035	0.036	1.000	0.080	0.088	0.037	0.006	0.050	0.000	0.100	0.000	0.017	0.073	0.035	0.052	0.071
Policy_Num	0.085	0.111	0.034	0.093	0.096	0.053	0.005	-0.026	-0.031	0.009	0.091	-0.019	-0.011	-0.039	-0.011	0.084	0.003	0.003	0.002	-0.000	0.129	0.098	0.121	0.101	0.001	0.098	0.029	0.025	0.015	0.092	0.128	0.116	0.101	0.100	0.080	1.000	0.010	0.085	-0.002	0.076	-0.001	-0.006	-0.002	-0.013	0.024	0.101	0.104	0.104
Policy_Premium	0.095	0.095	-0.000	0.076	0.094	0.029	-0.004	0.010	-0.030	0.019	0.069	-0.008	0.030	-0.035	0.009	0.088	0.003	0.001	-0.002	-0.020	0.094	0.089	0.126	0.127	0.004	0.072	0.040	0.063	0.000	0.067	0.120	0.107	0.127	0.108	0.088	0.010	1.000	0.088	0.005	0.111	0.006	-0.003	0.003	-0.016	-0.006	0.127	0.102	0.097
Policy_State	0.082	0.070	0.102	0.036	0.043	0.080	0.000	0.117	0.102	0.094	0.065	0.094	0.102	0.070	0.021	0.056	0.000	0.000	0.007	0.086	0.040	0.025	0.149	0.032	0.000	0.046	0.072	0.027	0.000	0.044	0.089	0.058	0.032	0.042	0.037	0.085	0.088	1.000	0.012	0.059	0.000	0.095	0.007	0.028	0.092	0.032	0.034	0.046
Property_Claim	0.004	0.000	-0.003	0.009	0.000	0.013	0.008	0.001	-0.011	-0.010	0.000	-0.004	0.009	-0.001	0.510	0.000	0.023	0.000	0.003	0.004	0.002	0.000	0.000	0.006	0.144	0.000	0.003	-0.002	0.000	0.000	0.007	0.011	0.006	0.000	0.006	-0.002	0.005	0.012	1.000	0.003	0.602	-0.003	0.147	0.006	-0.014	0.006	0.006	0.006
Property_Damage	0.103	0.061	0.086	0.084	0.035	0.088	0.000	0.082	0.075	0.106	0.040	0.093	0.118	0.041	0.010	0.036	0.000	0.000	0.000	0.077	0.086	0.028	0.114	0.018	0.006	0.056	0.072	0.095	0.000	0.040	0.079	0.055	0.018	0.022	0.050	0.076	0.111	0.059	0.003	1.000	0.008	0.096	0.000	0.017	0.069	0.018	0.040	0.031
Total_Claim	0.003	0.000	-0.002	0.004	0.011	0.010	0.006	0.001	-0.011	-0.012	0.009	-0.006	0.010	0.004	0.799	0.011	0.009	-0.002	0.005	0.005	0.000	0.005	0.006	0.000	0.601	0.009	-0.002	-0.005	0.011	0.006	0.004	0.009	0.000	0.007	0.000	-0.001	0.006	0.000	0.602	0.008	1.000	0.003	0.602	0.004	-0.016	0.000	0.004	0.005
Umbrella_Limit	0.111	0.111	-0.015	0.101	0.069	-0.004	0.014	0.002	0.023	0.022	0.113	-0.046	-0.017	0.011	-0.013	0.072	0.002	0.004	0.004	-0.015	0.107	0.183	0.133	0.081	0.011	0.102	0.001	-0.036	0.012	0.126	0.114	0.116	0.081	0.094	0.100	-0.006	-0.003	0.095	-0.003	0.096	0.003	1.000	-0.002	-0.006	0.022	0.081	0.076	0.084
Vehicle_Claim	0.005	0.000	-0.005	0.000	0.000	0.008	0.003	0.007	-0.003	-0.003	0.006	-0.007	0.012	0.001	0.502	0.006	0.000	0.002	0.002	0.006	0.010	0.000	0.007	0.000	0.148	0.005	-0.008	0.007	0.011	0.000	0.000	0.010	0.000	0.000	0.000	-0.002	0.003	0.007	0.147	0.000	0.602	-0.002	1.000	-0.000	-0.004	0.000	0.000	0.008
Vehicle_Color	0.032	0.035	-0.008	0.028	0.013	-0.016	0.002	-0.017	0.118	0.008	0.013	0.016	-0.003	0.006	-0.008	0.030	0.000	-0.001	-0.005	0.009	0.023	0.035	0.050	0.019	0.006	0.029	0.023	-0.002	0.000	0.020	0.034	0.024	0.019	0.024	0.017	-0.013	-0.016	0.028	0.006	0.017	0.004	-0.006	-0.000	1.000	0.020	0.019	0.016	0.030
Vehicle_Cost	0.075	0.079	-0.075	0.088	0.052	-0.002	0.003	-0.082	0.114	0.930	0.064	0.017	0.082	-0.003	-0.556	0.084	0.011	0.013	0.004	0.019	0.117	0.084	0.107	0.068	-0.007	0.095	0.023	0.022	0.008	0.071	0.101	0.093	0.068	0.072	0.073	0.024	-0.006	0.092	-0.014	0.069	-0.016	0.022	-0.004	0.020	1.000	0.068	0.075	0.071
Wait_Policy_BI	0.062	0.063	0.079	0.055	0.056	0.089	0.009	0.079	0.088	0.071	0.036	0.091	0.075	0.074	0.000	0.071	0.000	0.005	0.000	0.098	0.044	0.033	0.133	1.000	0.008	0.083	0.034	0.063	0.000	0.040	0.125	0.056	1.000	0.030	0.035	0.101	0.127	0.032	0.006	0.018	0.000	0.081	0.000	0.019	0.068	1.000	0.059	0.078
Witnesses	0.095	0.080	0.110	0.059	0.047	0.104	0.008	0.083	0.079	0.072	0.064	0.096	0.094	0.065	0.021	0.074	0.008	0.000	0.000	0.095	0.088	0.042	0.140	0.059	0.000	0.064	0.051	0.078	0.007	0.044	0.116	0.045	0.059	0.068	0.052	0.104	0.102	0.034	0.006	0.040	0.004	0.076	0.000	0.016	0.075	0.059	1.000	0.061
authorities_contacted	0.089	0.078	0.199	0.314	0.447	0.091	0.000	0.094	0.093	0.100	0.055	0.079	0.097	0.055	0.018	0.444	0.016	0.010	0.000	0.061	0.169	0.059	0.126	0.078	0.000	0.078	0.056	0.064	0.000	0.178	0.105	0.056	0.078	0.066	0.071	0.104	0.097	0.046	0.006	0.031	0.005	0.084	0.008	0.030	0.071	0.078	0.061	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

	Claim_ID	Bind_Date1	Customer_Life_Value1	Age_Insured	Policy_Num	Policy_State	Policy_Start_Date	Policy_Expiry_Date	Policy_BI	Policy_Ded	Policy_Premium	Insured_Zip	Education	Occupation	Hobbies	Insured_Relationship	Capital_Gains	Capital_Loss	Garage_Location	Accident_Date	Accident_Type	Collision_Type	Accident_Severity	authorities_contacted	Acccident_State	Acccident_City	Accident_Location	Accident_Hour	Num_of_Vehicles_Involved	Property_Damage	Bodily_Injuries	Witnesses	Police_Report	DL_Expiry_Date	Claims_Date	Auto_Make	Auto_Model	Auto_Year	Vehicle_Color	Vehicle_Cost	Annual_Mileage	DiffIN_Mileage	Low_Mileage_Discount	Fraud_Ind	Total_Claim	Injury_Claim	Property_Claim	Vehicle_Claim	Vehicle_Registration	Check_Point	Wait_Policy_BI	Indemnity_Policy_BI	Policy_Duration	Claim_Duration	License_Validity	Claim_Intensity
0	AA00000001	2023-01-01	12	28	123790687	0	2023-10-13	2024-04-13	500/1000	1000	986.53	472720	2	adm-clerical	polo	other-relative	62700	0	No	2024-02-16	2	1	2	0	VA	Columbus	7819 Oak St	11	1	0	0	2	1	2025-08-12	2024-02-17	6	8	1	5	5047	15093	2499	0	0	6162.56	714.94	5370.74	76.88	IF47V1395	No	500	1000	183	1	543	0.967605
1	AA00000002	2023-01-01	12	31	129044473	1	2023-10-21	2024-04-21	250/500	500	1163.83	604874	0	protective-serv	movies	husband	37700	0	No	2024-02-21	0	2	0	2	NC	Arlington	7609 Rock St	21	4	2	2	0	2	2026-04-15	2024-02-26	1	5	6	0	22911	5824	4242	1	0	20402.38	7669.31	5708.22	7024.85	EI51L7783	No	250	500	183	5	784	1.428140
2	AA00000003	2022-07-01	18	50	146863149	0	2023-11-26	2024-05-26	500/1000	500	889.13	459429	5	priv-house-serv	board-games	other-relative	0	0	No	2024-02-26	0	1	2	3	PA	Northbend	4618 Flute Ave	14	3	0	0	2	0	2026-04-24	2024-03-01	1	4	9	2	36954	10527	2346	0	0	10839.12	3646.11	3468.94	3724.07	MU37B8905	No	500	1000	182	4	788	0.446172
3	AA00000004	2023-01-01	12	37	163100869	1	2023-08-08	2024-02-08	500/1000	1000	1060.74	471585	6	tech-support	reading	own-child	0	-51500	No	2024-01-09	2	1	0	0	SC	Columbus	1229 5th Ave	15	1	2	2	3	2	2026-03-17	2024-01-13	11	19	9	2	37237	11603	2425	0	1	17423.88	5585.62	1863.46	9974.80	RI52Q2108	No	500	1000	184	4	798	0.710414
4	AA00000005	2022-03-01	22	28	185582958	0	2023-11-12	2024-05-12	250/500	1000	1235.14	443567	4	exec-managerial	camping	husband	0	-32100	No	2024-02-17	0	2	2	2	OH	Hillsdale	1643 Washington Hwy	20	3	1	0	1	2	2025-11-01	2024-02-20	13	28	6	2	25102	5982	3890	1	0	24527.38	7224.79	3074.12	14228.47	UX39O9355	No	250	500	182	3	623	1.619571
5	AA00000006	2022-08-01	17	32	189063232	1	2023-11-06	2024-05-06	500/1000	500	1592.41	474324	5	prof-specialty	yachting	husband	58900	-29100	No	2024-02-06	2	1	2	0	WV	Columbus	5771 Best St	22	1	1	2	3	1	2025-12-16	2024-02-10	7	36	9	0	35702	8541	6745	0	0	2675.78	112.04	2493.54	70.20	XK41H9013	No	500	1000	182	4	679	0.115095
6	AA00000007	2022-07-01	18	40	145356955	2	2023-10-16	2024-04-16	100/300	500	1463.95	430567	3	sales	skydiving	own-child	0	0	No	2024-02-11	0	1	2	3	NC	Springfield	4545 4th Ridge	20	3	1	0	0	1	2026-03-09	2024-02-11	4	27	2	0	8818	17466	6836	0	0	19160.58	4890.49	3242.39	11027.70	MY30O4303	No	100	300	183	0	757	2.501907
7	AA00000008	2022-02-01	23	32	193384481	2	2023-10-14	2024-04-14	250/500	1000	988.93	614187	2	craft-repair	golf	unmarried	27600	0	No	2024-01-23	2	0	2	2	NY	Columbus	2889 Francis St	11	1	1	2	3	1	2025-10-30	2024-01-26	4	27	6	4	23410	9425	7446	0	0	5644.45	470.30	317.06	4857.09	II74U8175	No	250	500	183	3	646	0.389656
8	AA00000009	2022-11-01	14	32	120145403	1	2023-08-26	2024-02-26	500/1000	500	1612.43	456762	4	other-service	yachting	own-child	36400	0	No	2024-01-08	2	2	2	1	VA	Springfield	2087 Apache Ave	2	1	1	2	1	1	2025-06-11	2024-01-11	2	0	9	0	36278	8038	6603	0	0	17963.30	3941.90	7210.56	6810.84	UD66G3260	No	500	1000	184	3	520	0.757358
9	AA00000010	2022-05-01	20	40	133676496	1	2023-10-05	2024-04-05	500/1000	1000	1361.45	604833	6	handlers-cleaners	camping	unmarried	39300	0	No	2024-02-15	2	1	1	0	OH	Northbend	7570 Cherokee Drive	12	1	2	0	2	1	2025-11-12	2024-02-19	11	15	6	2	25445	6344	4353	1	0	4589.87	1423.96	362.22	2803.69	QM79R9596	No	500	1000	183	4	636	0.300274

	Claim_ID	Bind_Date1	Customer_Life_Value1	Age_Insured	Policy_Num	Policy_State	Policy_Start_Date	Policy_Expiry_Date	Policy_BI	Policy_Ded	Policy_Premium	Umbrella_Limit	Insured_Zip	Education	Occupation	Hobbies	Insured_Relationship	Capital_Gains	Capital_Loss	Garage_Location	Accident_Date	Accident_Type	Collision_Type	Accident_Severity	authorities_contacted	Acccident_State	Acccident_City	Accident_Location	Accident_Hour	Num_of_Vehicles_Involved	Property_Damage	Bodily_Injuries	Witnesses	Police_Report	DL_Expiry_Date	Claims_Date	Auto_Make	Auto_Model	Auto_Year	Vehicle_Color	Vehicle_Cost	Annual_Mileage	DiffIN_Mileage	Fraud_Ind	Total_Claim	Injury_Claim	Property_Claim	Vehicle_Claim	Vehicle_Registration	Check_Point	Wait_Policy_BI	Indemnity_Policy_BI	Policy_Duration	Claim_Duration	License_Validity	Claim_Intensity
39990	AA00039991	2022-03-01	22	38	156536910	1	2023-09-19	2024-03-19	100/300	2000	1540.19	0	463842	1	adm-clerical	skydiving	other-relative	0	-74500	No	2024-02-01	2	0	0	2	VA	Columbus	5506 Best St	20	1	2	2	0	0	2025-05-11	2024-02-01	3	32	4	3	14715	17043	2799	1	17273.06	1711.76	1456.96	14104.34	CA53E2408	No	100	300	182	0	465	1.693598
39991	AA00039992	2022-01-01	24	43	118379385	0	2023-09-27	2024-03-27	500/1000	1000	1387.51	0	609390	0	sales	base-jumping	not-in-family	0	0	No	2024-01-11	0	2	1	1	NY	Riverwood	1102 Apache Hwy	19	3	2	1	3	2	2025-08-16	2024-01-14	7	36	4	0	15502	14545	6088	0	3916.90	1660.24	179.37	2077.29	IG87M9245	No	500	1000	182	3	583	0.373081
39992	AA00039993	2022-09-01	16	40	153939978	0	2023-09-18	2024-03-18	100/300	500	1238.65	0	468702	2	transport-moving	bungie-jumping	husband	0	-44600	No	2024-01-27	3	3	3	3	WV	Springfield	9744 Texas Drive	5	1	2	1	1	0	2026-02-17	2024-01-28	10	3	7	2	30676	8052	3027	0	2065.00	153.36	294.76	1616.88	PF04A5492	No	100	300	182	1	752	0.114457
39993	AA00039994	2023-01-01	12	20	150511023	2	2023-10-12	2024-04-12	500/1000	1000	1189.98	4000000	613327	2	craft-repair	golf	other-relative	0	-54700	No	2024-02-01	2	2	1	2	WV	Columbus	1953 Sky Lane	22	1	0	1	3	1	2026-02-26	2024-02-01	1	5	5	2	20312	16860	4828	0	16640.55	5302.33	5124.67	6213.55	UC61E1433	No	500	1000	183	0	756	1.304235
39994	AA00039995	2022-04-01	21	38	111297648	2	2023-10-21	2024-04-21	250/500	500	1405.71	0	465376	6	craft-repair	camping	unmarried	0	0	No	2024-02-01	2	1	2	3	SC	Arlington	9878 Washington Ave	10	1	1	0	1	0	2025-05-29	2024-02-01	13	28	2	2	7400	8127	4694	0	15247.39	9347.73	2966.37	2933.29	EB57J1220	No	250	500	183	0	483	2.080791
39995	AA00039996	2022-04-01	21	41	172942578	1	2023-09-22	2024-03-22	250/500	1000	817.28	0	460263	2	sales	cross-fit	unmarried	62200	0	No	2024-01-03	0	1	2	0	SC	Columbus	4095 MLK St	17	3	1	1	1	0	2025-11-20	2024-01-04	8	24	8	0	32504	12705	7701	1	20237.87	11144.27	8766.96	326.64	MW01M5376	No	250	500	182	1	687	1.013797
39996	AA00039997	2022-03-01	22	35	172923725	1	2023-08-11	2024-02-11	500/1000	1000	1346.27	0	468508	5	farming-fishing	cross-fit	not-in-family	44900	-91400	No	2024-01-03	2	0	2	0	WV	Arlington	6492 4th Lane	11	1	0	0	2	2	2025-06-18	2024-01-07	2	37	7	2	39161	14289	3850	0	6414.64	3827.30	1292.39	1294.95	JL94U7211	No	500	1000	184	4	532	0.168932
39997	AA00039998	2022-09-01	16	36	150605464	1	2023-09-20	2024-03-20	500/1000	2000	1318.24	9000000	601748	1	prof-specialty	kayaking	not-in-family	0	-78600	No	2024-01-30	1	3	3	4	WV	Arlington	5540 Sky St	9	1	0	0	1	1	2025-08-13	2024-01-30	4	27	3	5	12136	11625	2959	0	1569.74	70.74	497.39	1001.61	CJ70W1494	No	500	1000	182	0	561	0.175290
39998	AA00039999	2022-06-01	19	26	112928572	1	2023-10-03	2024-04-03	250/500	1000	1252.08	0	465456	1	exec-managerial	sleeping	not-in-family	0	0	No	2024-02-08	0	1	0	2	VA	Springfield	6191 Oak Lane	4	2	2	2	2	0	2025-09-26	2024-02-10	6	8	5	0	18160	8398	2641	1	16628.75	534.44	9268.58	6825.73	GI44P0705	No	250	500	183	2	596	1.385210
39999	AA00040000	2022-01-01	24	35	155203481	2	2023-10-12	2024-04-12	500/1000	2000	1123.89	0	468313	4	priv-house-serv	video-games	unmarried	35400	-49200	No	2024-01-21	0	0	2	1	NY	Columbus	4119 Texas St	0	3	1	1	3	2	2026-03-31	2024-01-23	11	15	9	5	36366	9880	4627	0	534.66	115.40	68.86	350.40	TS11D6570	No	500	1000	183	2	800	0.022470

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Most occurring characters

Most occurring categories